State Of The Art Speech Recognition With Sequence To Sequence Models Github

Contextual Word Representation. The text-independent speaker recognition network for comput-ing embeddings has three LSTM layers and one linear layer. Kaldi is an open source toolkit made for dealing with speech data. It implements state-of-the-art encoder-decoder architectures. My technological goal is to improve the state-of-the-art in applications such as automatic speech recognition, speech indexing and retrieval, acoustic scene analysis, and language understanding. While these approaches simplify the training procedure, their performance is still usually far from that of state-of-the-art HMM-DNN methods such as LF-MMI. GitHub is home to over 40 million developers working together to host and review code, manage projects, and build software together. "Connectionist temporal classification: labeling unsegmented sequence data with recurrent neural networks". As part of my undergraduate thesis work, I did a brief survey on deep neural nets for NER. plest ways of building robustness into a speech recognition system is to increase the amount of training data. Weiss and Kanishka Rao and Ekaterina Gonina and Navdeep Jaitly and. Time series classification Time series forecasting ECG anomaly detection Energy demand prediction Human activity recognition Stock market prediction Time series A time series is a sequence of regular time-ordered observations e. The idea has been successfully applied to many fields, such as speech recognition (Wang and Zheng, 2015), finance (Stamate et al. Models based on such information suffer from a lack of robustness to channel mismatches, and fail to capture longer-range characteristics of how a person talks, including the speaker's word patterns, and patterns in speech prosody (the timing, pausing, and intonation of speech). The system adds a CNN-BLSTM acoustic model to the set of. POS tagging, NER, Chunking, etc. Porting the Android on-device speech recognition found in GBoard to TensorFlow Lite or LWTNN March 12, 2019 the Google AI blog posted progress on their on-device speech recognizer. sistently beat benchmarks on various speech tasks. The state-of-the-art neural network architecture named Transformer has been used successfully for many sequence-tosequence transformation tasks. Table 2 summarizes the baseline results on the 300h training set for all tasks; only the summarization task uses the entire 2000h set. This article discusses strategies for end-to-end training of state- of-the-art acoustic models for Large Vocabulary Continuous Speech Recognition (LVCSR), with the goal of leveraging Ten- sorFlow components so as to make efficient use of large-scale training sets, large model sizes, and high-speed computation units such as Graphical Processing Units (GPUs). Kashgari is a simple and powerful NLP Transfer learning framework, build a state-of-art model in 5 minutes for named entity recognition (NER), part-of-speech tagging (PoS), and text classification tasks. A Comparison of Modeling Units in Sequence-to-Sequence Speech Recognition with the Transformer on Mandarin Chinese arxiv. 1 Introduction Dialogue is the most natural way of interaction be. The acoustic and language models in the Microsoft Speech-To-Text engine have been trained on an enormous collection of speech and text and provide state-of-the-art performance for the most common usage scenarios, such as interacting with Cortana on your smart phone, tablet or PC, searching the web by voice or dictating text messages to a friend. Stacy Ashworth and Alberto Andreotti explore a real-world case of reading, understanding, classifying, and acting on facts extracted from such image files using state-of-the-art, open source, deep learning-based optical character recognition (OCR), natural language processing (NLP), and forecasting libraries at scale. He is a Fellow of the American Association for the Advancement of Science, the Institute of Electrical and Electronics Engineers, the Materials Research Society and the American Institute of Physics. Most of deep RNNs use the softmax activation function in the last layer for classification. We present results with a unidirectional LSTM encoder for streaming recognition. HMMs can be used for recognizing sequential labels based on a respective sequence of audio feature vectors. give state-of-the-art performance in phoneme recognition on the TIMIT database [1]. Giants like Google and Facebook are blessed with data, and so they can train state of the art speech recognition models (much much better than what you get out of the built in Android recognizer) and then provide speech recognition as a service. In these models, the Transformer, a new sequence-to-sequence attention-based model relying entirely on self-attention without using RNNs or convolutions, achieves a new single-model state-of-the-art BLEU on neural machine translation (NMT) tasks. 5% in the Entertainment domain, and 6. Long Short-Term Memory networks (LSTMs) A type of RNN architecture that addresses the vanishing/exploding gradient problem and allows learning of long-term dependencies Recently risen to prominence with state-of-the-art performance in speech recognition, language modeling, translation, image captioning. Index Terms: speech recognition, adaptation of DNN acoustic model, i-vector, robustness 1. They ob- While RNN models are effective at learn-. ing (NLP) tasks, including part of speech (POS) tagging, chunking, and named entity recognition (NER). Source code is available on github. Kashgari is a simple and powerful NLP Transfer learning framework, build a state-of-art model in 5 minutes for named entity recognition (NER), part-of-speech tagging (PoS), and text classification tasks. If you want something exploratory, you can use the RNN's hidden state activation over the course of a sequence as a general real valued vector that is amenable to cluster analysis. More details can be found in the Appendix A. Most of deep RNNs use the softmax activation function in the last layer for classification. Automatic speech recognition. Research on speech recognition is carried out in a multilingual context, investigating and developing models for a variety of languages and variants. State of the art speech recognition systems, which have the capability to understand a large vocabulary, use HMMs. They showed these embeddings to yield state-of-the-art results when utilized in sequence labeling tasks such as named entity recognition (NER) or part-of-speech. We explored adopting state-of-the-art acoustic models used in ASR for text recognition and implemented a sub-word lexicon and sub-word LM based system. sistently beat benchmarks on various speech tasks. We evaluate the different approaches on the Montalbano gesture recognition dataset, where we achieve state-of-the-art results. Processing, Computational Linguistics and Speech Recognition Pearson Education ISBN-13: 9780131873216 Table of Contents Foreword Preface About the Authors 1 Introduction 1. For each sequence, we capture 7 (few contain 6) images (RAW and JPG) taken by different focal lengths. We disagree: There is plenty of training data (100GB here and 21GB here on openslr. Papers With Code is a free resource supported by Atlas ML. 1Automatic speech recognition The task of speech recognition system is to transcribe speech signal into the sequence of words which were spoken. Sequence-to-sequence attention-based models have recently shown very promising results on automatic speech recognition (ASR) tasks, which integrate an acoustic, pronunciation and language model into a single neural network. 4 Apr 2019. Several approaches have been suggested in the literature for code-switched speech recognition. State-of-the-art speech synthesis models are based on parametric neural networks 1. In these convolutional recurrent models the state and the gates are. The acoustic and language models in the Microsoft Speech-To-Text engine have been trained on an enormous collection of speech and text and provide state-of-the-art performance for the most common usage scenarios, such as interacting with Cortana on your smart phone, tablet or PC, searching the web by voice or dictating text messages to a friend. uous sign language recognition on two publicly available large sign language data sets, where it outperforms the cur-rent state-of-the-art by a large margin. Sequence-to-sequence chit-chat skill, question answering skill or task-oriented skill can be assembled from components provided in the library. We show that models utilizing MoChA can be trained efficiently with standard backpropagation while allowing online and linear-time decoding at test time. Recognition System: Highlights •New state of the art in conversational telephone speech transcription accuracy using •Multiple acoustic model architectures: •ResNet, VGG and LACE convolutional nets (CNNs) •Bidirectional LSTM nets •Speaker-adaptive modeling using i-vectors •Lattice-free sequence training. , 2015; Xu et al. Now you have access to the pre-trained Bert models and the pytorch wrappers we will use here. Introduction Automatic speech recognition, translating of spoken words into text, is still a challenging task due to the high viability in speech signals. In this article, we went through a brief overview of sequence to sequence modelling and attention models, two of the most important techniques which are used in state-of-the-art deep learning products focused on natural language and speech processing. Index Terms: attention based sequence-to-sequence models, end-to-end speech recognition, sequential minimum Bayes risk training, MBR 1. Our models achieve strong performance for both action classification and detection in video, and large improvements are pin-pointed as contributions by our SlowFast concept. , Xception), recently researched models like ByteNet or the Neural GPU, and our new state-of-the-art models mentioned in this post that we will be actively updating in the repository. It achieved a new state-of-the-art WER on a 12500 hour English voice search task. The vocoder parameters, which. This has been compiled from the required reading list in Shinji Watanabe's Information Extraction course offered at JHU in Spring 2019. However, researchers have struggled to apply them to more sequential data such as audio and music, where autoregressive (AR) models such as WaveNets and Transformers dominate by predicting a single sample at a time. Currently, I am highlighting: OCD: Optimal Completion Distillation-- a training procedure for optimizing sequence to sequence models directly based on edit distance. Human-friendly. Deep Learning and deep reinforcement learning research papers and some codes - endymecy/awesome-deeplearning-resources. Weiss and Kanishka Rao and Ekaterina Gonina and Navdeep Jaitly and. State-of-the-art performance comparable to machine-learning based systems was achieved in the three domains. [13], and action recognition [10]. Caffe2 adds RNN support. Text, a library for preprocessing language models with TensorFlow. Towards End-to-End Speech Recognition with Recurrent Neural Networks are usually phonetic. In this video, we'll speak about few more and we'll apply them to Named Entity Recognition, which is a good example of sequence tagging tasks. End-to-End Accelerate development with tools that enable the workflow from research prototyping to large scale deployment. Deep Learning and deep reinforcement learning research papers and some codes - endymecy/awesome-deeplearning-resources. tasks including handwriting and speech recognition. Historically, the predominant training technique has been maximum likelihood estimation (MLE). the current state-of-the-art on public benchmark datasets. Deep Learning Papers Reading Roadmap. The new transformer architecture is claimed however, to be more parallelizable and requiring significantly less time to train, solely focusing on attention mechanisms. The procedure involves tracing back from the current active nodes. The open source machine learning framework created by the Google Brain team has seen more than. give state-of-the-art performance in phoneme recognition on the TIMIT database [1]. googleusercontent. Sainath , Yonghui Wu , Rohit Prabhavalkar , Patrick Nguyen , Zhifeng Chen , Anjuli Kannan , Ron J. Methods and apparatus for a language model and language recognition systems are disclosed. way up to entire words. learning to produce an output sequence given an input sequence), including machine summarization, image captioning, speech recognition, and conversational modeling. J+M 2nd Edition Chapter 9: Automatic Speech Recognition, pages 285-295 [pdf for Stanford students] If you have never had language modeling (i. Various deep learning architectures were explored on a Speech Emotion Recognition (SER) task. This algorithm will help your model understand where it should focus its attention given a sequence of inputs. 2 Including LSTM sequence-to-sequence RNNs, convolutional networks also with separable convolutions (e. recognition system for practical applications needs to be robust to different viewpoints while observing an action sequence. Excellent papers on this other related topics can be found in [7]-[26]. This tutorial will focus on using sequence to sequence models to summarize text found in Github issues, and will demonstrate the following:. Deep Speech 2: End-to-End Speech Recognition in English and Mandarin. Over the last couple of years there have been some sequence tasks where CNNs are state of the art, some where RNNs are. 1 Additionally, the FAIR sequence modeling toolkit (fairseq) source code and. ” arXiv preprint arXiv:1512. Though born out of computer science research, contemporary ML techniques are reimagined through creative application to diverse tasks such as style transfer, generative portraiture, music synthesis, and textual chatbots and agents. We describe the 2017 version of Microsoft's conversational speech recognition system, in which we update our 2016 system with recent developments in neural-network-based acoustic and language modeling to further advance the state of the art on the Switchboard speech recognition task. Deep Learning for Named Entity Recognition #2: Implementing the state-of-the-art Bidirectional LSTM + CNN model for CoNLL 2003 Based on Chiu and Nichols (2016), this implementation achieves an F1 score of 90%+ on CoNLL 2003 news data. Attention-based models belong to a class of models commonly called sequence-to-sequence models. , NLP tagging tasks like part-of-speech tagging, name entity recognition February 16, 2016 AAAI-16 9. We also work out a distributed training framework for sequence-to-sequence models based on Pytorch and. Neural sequence models have recently achieved great success across various natural language processing tasks. Speech recognition is an interdisciplinary subfield of computational linguistics that develops methodologies and technologies that enables the recognition and translation of spoken language into text by computers. Speech recognition is the task of converting speech signals into text. When applied to online speech recognition, we obtain state-of-the-art results and match the performance of a model using an offline soft attention mechanism. Ron Weiss I'm currently a software engineer at Google Brain. Though born out of computer science research, contemporary ML techniques are reimagined through creative application to diverse tasks such as style transfer, generative portraiture, music synthesis, and textual chatbots and agents. It is an autoregressive model, meaning that every output sequence depends not only on the input, but also on previous outputs. 4 Apr 2019. Apple is dedicated to advancing state-of-the-art machine learning technologies. The aim of these models, as name suggests, it to produce an output sequence given an input sequence which are, in general, of different lengths. ers, and conversational assistants. Janus Recognition Toolkit (JRTk), sometimes referred to as Janus, is a general purpose speech recognition toolkit developed and maintained by the Interactive Systems Laboratories at Carnegie Mellon University and Karlsruhe Institute of Technology. the joint opinion-source recognition task that use a state-of-the-art SRL system (Punyakanok et al. The most recent NIPS RNN workshop took place back in 1995 (Neural Networks for Signal Processing). Although sequence-to-sequence attention-based models perform very well on English ASR tasks, related works are quite few on Mandarin Chinese ASR tasks. In fact, the discipline of automatically recognizing human emotion and affective states from speech, usually referred to as Speech Emotion Recognition or SER for short, has by now surpassed the "age of majority," celebrating the 22 nd anniversary after the seminal work of Daellert et al. The parameters of RNNs and SVMs are jointly learned using a sequence. Introduction The performance of speech recognition has been improved dra-. A vocoder is a speech analysis/synthesis sys-tem, widely used in text-to-speech synthesis [15], that transforms a speech signal into a parametric representation that can be synthe-sized back into a speech signal. Diving into the limits of deep learning, this article talks about the limitations of deep learning in AI research for the general public. Most state-of-the-art automatic speech recognition (ASR) sys- tems are comprised of separate acoustic, pronunciation, and lan- guage modeling components that are trained independently [1, 2]. learning to produce an output sequence given an input sequence), including machine summarization, image captioning, speech recognition, and conversational modeling. In the first week lecture, we describe organization and overview the content of the course. As with other machine learning tasks, automatic sequence labeling typically re-quires annotated corpora on which to train pre-dictive models. What is a speech recognition "toolkit"? Does it transform audio data into text? b. Linguistic factors influencing the realization of surface word sequences, for example, expressive richness, are only implic-itly learned by RNNLMs. More details can be found in the Appendix A. Since speech has temporal structure and can be encoded as a sequence of spectral vectors spanning the audio frequency range,. This is a list of papers that give great performance in terms of the F1 score. The main contribution of this work is to propose a novel. Recurrent Neural Networks (RNN) will be presented and analyzed in detail to understand the potential of these state of the art tools for time series processing. Graphical models are a set of very useful techniques for inferring outcomes and making predictions conditional on preceding events, even when we do not have full information. Flair: State-of-the-Art NLP with Neural Language Modeling. ME State of the Art Review for Applying Computational Intelligence and Machine Learning Techniques to Portfolio Optimisation (2009) │ pdf │ cs. student with experience in one or more of source separation, speech recognition, and natural language processing including practical machine learning algorithms with related programming skills. is the sequence to sequence (seq2seq) model, which demonstrated their power in machine translation [16], achieving higher BLEU score than conventional methods like phrased-based statistical ma-chine translation models. These experiments have been motivated by the fact that hand-crafting features to extract. Kyu Han, Ramon Prieto, Tao Ma, “State-of-the-art speech recognition using multi-stream self-attention with dilated 1d convolutions” Niko Moritz, Takaaki Hori, Jonathan Le Roux, “Streaming end-to-end speech recognition with joint ctc-attention based models”. Linguistic sequence labeling is a general modeling approach that encompasses a variety of problems, such as part-of-speech tagging and named entity recognition. The ability to recognize and predict temporal sequences of sensory inputs is vital for survival in natural environments. Deep Speech: Scaling up end-to-end speech recognition We present a state-of-the-art speech recognition system developed using end-to-end deep learning. Neural models show the potential to robustly synthesize expressive long-form speech, and yet research in this area is still in its infancy. MBR training minimizes an expected. automatic speech and handwriting recognition that naturally incorporates discrimi-native, artificial neural network based label distributions. In particular, our recent paper proposes a sequence labeling architecture built on top of neural language modeling that sets new state-of-the-art scores for a range of classical NLP tasks, such as named entity recognition (NER) and part-of-speech (PoS) tagging. Our state-of-the-art baseline speech recognition system uses acoustic and language models from the AMIDA Rich Transcrip-tion 2009 system [9]. You can always directly skip to the code section of the article or check the github repository if you are familiar with the big words above. We evaluate our approach on English de-pendency parsing, combinatory categorial gram-mar supertagging, named entity recognition, part-of-speech tagging, and text chunking, as well as English to Vietnamese machine translation. State of the art speech recognition systems, which have the capability to understand a large vocabulary, use HMMs. A comprehensive guide to the state-of-art in how AI is transforming the visual effects (VFX) industry. of Cybernetics, Faculty of Applied Sciences, Univ. Sequential Deep Learning for Human Action Recognition 31 Indeed, early deep architectures dealt only with 1-D data or small 2D-patches. Cutting edge open source frameworks, tools, libraries, and models for research exploration to large-scale production deployment. This should not be your primary way of finding such answers: the mailing lists and github contain many more discussions, and a web search may be the easiest way to find answers. Some people say we have the models but not enough training data. “What’s compelling about the problem is that it’s fairly easy to state: take a sequence and figure out the shape,” AlQuraishi said. Today I want to show an example of Sequence to Sequence model with all the latest TensorFlow APIs [as of TF 1. Sockeye is a sequence-to-sequence framework for Neural Machine Translation based on Apache MXNet Incubating. Focusing on state-of-the-art in Data Science, Artificial Intelligence, especially in NLP and platform related. For example, by simply increasing the number of parameters and changing my training data, I could turn this model into a text-to-speech generator. Deep Speech: Scaling up end-to-end speech recognition We present a state-of-the-art speech recognition system developed using end-to-end deep learning. Stacy Ashworth and Alberto Andreotti explore a real-world case of reading, understanding, classifying, and acting on facts extracted from such image files using state-of-the-art, open source, deep learning-based optical character recognition (OCR), natural language processing (NLP), and forecasting libraries at scale. Models based on deep convolutional networks have dominated recent image interpretation tasks, but a new state-of-the art is being used. Speech recognition with deep recurrent neural networks Abstract: Recurrent neural networks (RNNs) are a powerful model for sequential data. The starting point is to dene a conditional probability of a label sequence given an observation sequence as p(yjx; ) = 1 Z(x; ) exp[F(x;y; )] ; (8) where Z(x; ) is a normalization constant. Index Terms: acoustic modeling, sequence training, sampling 1. AUTOMATIC SPEECH RECOGNITION OF ARABIC MULTI-GENRE BROADCAST MEDIA Maryam Najaan 1, Wei-Ning Hsu 1, Ahmed Ali 2, James Glass 1 MIT Computer Science and Articial Intelligence Laboratory (CSAIL), Cambridge, MA, USA 1. 4 Language, Thought, and Understanding 1. “Audio Chord Recognition with a Hybrid Recurrent Neural Network”, 16th International Society for Mu-sic Information Retrieval Conference, 2015. This project aims to tackle to problem of human action recognition in images. In our previous work, we have shown that such architectures are comparable to state-of-the-art ASR. Our experiments show that training a RNN-based nucleotide sequence model is efficient and RNN-based bias correction methods compare well with the-state-of-the-art sequence-specific bias correction method on the commonly used MAQC-III data set. WER are we? An attempt at tracking states of the art(s) and recent results on speech recognition. The k th match state Mk in the profile-HMM is used to describe the symbol frequencies in the k th column of the alignment. Introduction. 8 Dec 2015 • tensorflow/models •. the named entity tags. great success on similar sequence-to-sequence tasks such as speech recognition [10] and machine translation [34]. SA1132: End-to-end acoustic analysis recognition and inference. : An investigation of segmental hidden dynamic models of speech coarticulation for automatic speech recognition. This course explores the vital new domain of Machine Learning (ML) for the arts. Giants like Google and Facebook are blessed with data, and so they can train state of the art speech recognition models (much much better than what you get out of the built in Android recognizer) and then provide speech recognition as a service. The idea has been successfully applied to many fields, such as speech recognition (Wang and Zheng, 2015), finance (Stamate et al. Some of the deep learning models like bi-directional recurrent neural networks benefit highly from using the whole sentence due to the added context. We propose using passage retrieval to induce non-local dependencies in structured classifica-. Deep Speech 2 : End-to-End Speech Recognition in English and Mandarin 2. The hidden states can not be observed directly. Recently, I have spent some time to sort out my previous open-source NLP projects and add documents for them, I’d like to share some of them with you. We explored adopting state-of-the-art acoustic models used in ASR for text recognition and implemented a sub-word lexicon and sub-word LM based system. Index Terms : speech emotion recognition, recurrent neural network, connectionist temporal classication, sequence-to-sequence 1. 8 Dec 2015 • tensorflow/models •. Index Terms: automatic speech recognition, convolutional neural networks, raw signal, robust speech recognition. Most common HMM architectures for speech recognition have phone models consisting of three states. student with experience in one or more of source separation, speech recognition, and natural language processing including practical machine learning algorithms with related programming skills. 4% WER and he said it's a mistake which will be fixed in the next revision. Stacy Ashworth and Alberto Andreotti explore a real-world case of reading, understanding, classifying, and acting on facts extracted from such image files using state-of-the-art, open source, deep learning-based optical character recognition (OCR), natural language processing (NLP), and forecasting libraries at scale. The weight of each hidden state is task-dependent and is learned. Also, when handling the image-based sequence prediction, [45] proposes to adopt the CRNN, a combination of deep CNN and RNN, to encode images. 最近,谷歌发布了其最新研究,「使用序列到序列模型的当前最佳语音识别系统」(State-of-the-art Speech Recognition With Sequence-to-Sequence Models[4])。 这篇论文描述了一种新型的端到端模型,它的性能优于目前已商用的传统方法 [1]。. You can always directly skip to the code section of the article or check the github repository if you are familiar with the big words above. 1 Introduction Sequence labeling is one of the most fundamental NLP models, which is used for many tasks such as named entity recognition (NER), chunking, word segmentation and part-of-speech (POS. googleusercontent. EESEN: END-TO-END SPEECH RECOGNITION USING DEEP RNN MODELS AND WFST-BASED DECODING Yajie Miao, Mohammad Gowayyed, Florian Metze Language Technologies Institute, School of Computer Science, Carnegie Mellon University ABSTRACT The performance of automatic speech recognition (ASR) has improved tremendously due to the application of deep neu-. This is done by considering the source language as the erroneous OCR output and the corrected output as the target language. In the following, you will find a list of resources from CMU, Oxford, and the University of Maryland, which are freely available and can be used both as an introduction to NLP with neural networks, as well as a reference for more in-depth topics such as sequence-to-sequence models or imitation learning. Since speech has temporal structure and can be encoded as a sequence of spectral vectors spanning the audio frequency range,. 2 2The references in this paper have been selected mainly for their. way up to entire words. Results: Advancing the State of the Art in Speech Recognition Combining these techniques, we built a system that allows us to train our model on thousands of hours of speech data. Long Short-Term Memory networks (LSTMs) A type of RNN architecture that addresses the vanishing/exploding gradient problem and allows learning of long-term dependencies Recently risen to prominence with state-of-the-art performance in speech recognition, language modeling, translation, image captioning. The separated accompaniment has a quality high enough to be used in singing performances. This is a list of papers that give great performance in terms of the F1 score. Most neural network models begin by tokenising the text into words, and embedding the words into vectors. Another key challenge in speech recognition is the problem of latency; to translate in real-time, the model will need to predict words correctly without the whole sentence. Most of deep RNNs use the softmax activation function in the last layer for classification. resents the state of the art in sequence model-ing and has also been very effective at Named Entity Recognition. Excellent papers on this other related topics can be found in [7]-[26]. HYBRID SPEECH RECOGNITION WITH DEEP BIDIRECTIONAL LSTM Alex Graves, Navdeep Jaitly and Abdel-rahman Mohamed University of Toronto Department of Computer Science 6 King’s College Rd. The aim of these models, as name suggests, it to produce an output sequence given an input sequence which are, in general, of different lengths. However RNN performance in speech recognition has so far been disappointing. However, a complete OMR system must faithfully represent text that is present in music scores, so OMR is in fact a superset of OCR. End-to-End Neural Segmental Models for Speech Recognition Segmental models are an alternative to frame-based models for sequence p 08/01/2017 ∙ by Hao Tang , et al. The contributions of this paper are summarized below. : Initial evaluation of hidden dynamic models on conversational speech , in Proc. Linguistic sequence labeling is a general modeling approach that encompasses a variety of problems, such as part-of-speech tagging and named entity recognition. As part of my undergraduate thesis work, I did a brief survey on deep neural nets for NER. Because we have been able to iterate quickly on our models, we were able to create a speech recognition system based on an end-to-end deep neural network that. A recurrent neural network is trained to transcribe undiacritized Arabic text with fully. Embed, encode, attend, predict: The new deep learning formula for state-of-the-art NLP models November 10, 2016 · by Matthew Honnibal Over the last six months, a powerful new neural network playbook has come together for Natural Language Processing. State-of-the-art Speech. Introduction to StanfordNLP: An Incredible State-of-the-Art NLP Library for 53 Languages (with Python code) A Step-by-Step NLP Guide to Learn ELMo for Extracting Features from Text. Encoder-decoder sequence to sequence model. GANs are a state-of-the-art method for generating high-quality images. Surgical Gesture Segmentation and Recognition Lingling Tao, Luca Zappella, Gregory D. Google today introduced TensorFlow. It is also known as automatic speech recognition (ASR), computer speech recognition or speech to text (STT). They have achieved state of the art performance in many tasks like object detection, speech recognition. It implements state-of-the-art encoder-decoder architectures. Multiple Dimension Levenshtein Edit Distance Calculations for Evaluating Automatic Speech Recognition Systems During Simultaneous Speech Jonathan G. In these models, the Transformer, a new sequence-to-sequence attention-based model relying entirely on self-attention without using RNNs or convolutions, achieves a new single-model state-of-the-art BLEU on neural machine translation (NMT) tasks. Of particular interest is the class of convolutional neural networks (CNNs) [3] for image inputs. CNTK implementation of CTC is based on the paper by A. OCR - Optical Character Recognition. Index Terms : speech emotion recognition, recurrent neural network, connectionist temporal classication, sequence-to-sequence 1. This should not be your primary way of finding such answers: the mailing lists and github contain many more discussions, and a web search may be the easiest way to find answers. However, in contrast to the deep neural networks, the use of RNNs in speech recognition has been limited to phone recognition in small scale tasks. To help people with speech impairments better interact with every-day smart devices, Google researchers have developed a deep learning-based automatic speech recognition (ASR) system that aims to improve communications for people with amyotrophic lateral sclerosis (ALS), a disease that can affect a person's speech. Papers With Code is a free resource supported by Atlas ML. Encoder-decoder sequence to sequence model. Compared to the state-of-the-art methods, our approach does not require label embeddings as part of the input and therefore lends itself nicely to a wide range of model architectures. ∙ 0 ∙ share. In particular, we're able to train such models to produce very good headlines for news articles. Graphical models are a set of very useful techniques for inferring outcomes and making predictions conditional on preceding events, even when we do not have full information. This paper presents a 6mW speech recognition ASIC that uses WFST search networks and performs end-to-end decoding from audio input to text output. both acoustic and language models. Large vocabulary speech recognition. Approach We propose a sequence to sequence model for video de-scription, where the input is the sequence of video frames (x1,,xn), and the output is the sequence of words (y1,,ym). Today I want to show an example of Sequence to Sequence model with all the latest TensorFlow APIs [as of TF 1. Text-to-speech (TTS) synthesis is typically done in two steps. Sequence-to-sequence models. The weight of each hidden state is task-dependent and is learned. Most state-of-the-art automatic speech recognition (ASR) sys- tems are comprised of separate acoustic, pronunciation, and lan- guage modeling components that are trained independently [1, 2]. Deep learning is part of state-of-the-art systems in various disciplines, particularly computer vision and automatic speech recognition (ASR). Introduction Conventional speech recognition systems [1] with neural net-work (NN) based acoustic models using the hybrid hidden Markov models (HMM) / NN approach [2,3] usually operate on the phone level, given a phonetic pronunciation lexicon (from phones to words). State-of-the-Art Speech Recognition with Sequence-to-Sequence Models Abstract: Attention-based encoder-decoder architectures such as Listen, Attend, and Spell (LAS), subsume the acoustic, pronunciation and language model components of a traditional automatic speech recognition (ASR) system into a single neural network. On a 12,500 hour voice search task, we find that the proposed changes improve the WER of the LAS system from 9. Tensorflow Speech Recognition Speech recognition using google's tensorflow deep learning framework, sequence-to-sequence neural networks. State-of-the-Art Speech Recognition with Sequence-to-Sequence Models @article{Chiu2017StateoftheArtSR, title={State-of-the-Art Speech Recognition with Sequence-to-Sequence Models}, author={Chung-Cheng Chiu and Tara N. 1 Swedish PoS aggingT Swedish is a Germanic language with moderately complex in ectional morphology. Auditory object recognition and robust speech recognition Humans and animals can recognize auditory objects such as speech or conspecific vocalizations despite noise and other interfering sounds. Papers With Code is a free resource supported by Atlas ML. In partnership with the ALS Therapy Development Institute, we first collected about 36 hours of audio from 67 speakers who have ALS. The state-of-the-art neural network architecture named Transformer has been used successfully for many sequence-tosequence transformation tasks. Factorized Bilinear Models for Image Recognition. Despite its popularity, few studies have been performed on transfer learning for DNN-based models in the field of. Comparing and Combining Modeling Techniques for Sentence Segmentation of Spoken Czech Using Textual and Prosodic Information Jachym Kol´ a´ˇr 1,2, Yang Liu3 1Dept. to treat OOV detection as a sequence label-ing problem, and we show that 1) jointly pre-dicting out-of-vocabulary regions, 2) includ-ing contextual information from each region, and 3) learning sub-lexical units optimized for this task, leads to substantial improvements with respect to state-of-the-art on an English. Surgical Gesture Segmentation and Recognition Lingling Tao, Luca Zappella, Gregory D. We use an S2S model with a deep bi-directional LSTM encoder [13]. 2 Speech Recognition and Signal Processing Speech recognition was one of the early applications of neural networks, in particular convolutional (or time-delay) neural networks. ” arXiv preprint arXiv:1512. BLSTM networks have also been proposed for phoneme predic-tion in a multi-stream framework for continuous. With the initial research on audio-visual speech recognition and more recently with image and video captioning projects, this research field brings some unique challenges for multimodal researchers given the heterogeneity of the data and the contingency often found between modalities. The core of all speech recognition systems consists of a set of statistical models representing the various sounds of the language to be recognised. I am a senior research scientist at Google Brain in Toronto. We further assume, for simplicity, that the likelihood of the utter-ance is largely represented by the likelihood of the most likely state sequence through the HMMs. In speaker/speech recognition, state-of-the art systems employ both lip move-. PATHOLOGICAL SPEECH PROCESSING: STATE-OF-THE-ART, CURRENT CHALLENGES, AND FUTURE DIRECTIONS Rahul Gupta, Theodora Chaspari, Jangwon Kim, Naveen Kumar, Daniel Bone, Shrikanth Narayanan Signal Analysis and Interpretation Lab, University of Southern California, Los Angeles, CA, USA ABSTRACT The study of speech pathology involves evaluation and. In this blog post we focus on CRFs. systems for them using a sequence-to-sequence (S2S) approach. You need to build 3 major components. One can train different levels of zoom models (e. Methods and apparatus for a language model and language recognition systems are disclosed. A CRF layer is a core part of current state-of-the-art models for sequence labelling problems with label interdependencies such as named entity recognition (Lample et al. The paper proposes a general and end-to-end approach for sequence learning that uses two deep LSTMs, one to map input sequence to vector space and another to map vector to the output sequence. Current state-of-the-art speech recognition systems adopt the sequence-of-phones representation of speech. SA1132: End-to-end acoustic analysis recognition and inference. The aim of this course is to train students in methods of deep learning for speech and language. EESEN: END-TO-END SPEECH RECOGNITION USING DEEP RNN MODELS AND WFST-BASED DECODING Yajie Miao, Mohammad Gowayyed, Florian Metze Language Technologies Institute, School of Computer Science, Carnegie Mellon University ABSTRACT The performance of automatic speech recognition (ASR) has improved tremendously due to the application of deep neu-. While these end-to-end models have shown promising results in the literature [2, 3], it is not yet clear if such approaches can improve on current state-of-the-art conventional systems. Learn the steps involved to start building and deploying your own image recognition system. Caffe2 adds RNN support. Google today introduced TensorFlow. Neural sequence models have recently achieved great success across various natural language processing tasks. Text, a library for preprocessing language models with TensorFlow. The main contribution of this work is to propose a novel. In some speech recognition systems, the states of an HMM represent phonetic units. Yet an-other way to build robustness into a recognition system is to train. Current state-of-the-art approaches for sequence labeling typically use the LSTM. It is an autoregressive model, meaning that every output sequence depends not only on the input, but also on previous outputs. Previously, I was a postdoc working on music information retrieval with Juan Bello at MARL a. Audio is run through the feature extractor during inference, producing phoneme probabilities over time. In particular, we’re able to train such models to produce very good headlines for news articles. Transactions of the Association for Computational Linguistics, 2016 []Google's neural machine translation system: Bridging the gap between human and machine translation. With low-resource language pairs that do not have available and well-developed pronunciation lexicons, grapheme-to-phoneme models are particularly useful. 2 Related Works Action recognition has been extensively studied in past few years [2,24{26,18]. Keywords: lip reading, lip synchronisation, active speaker detection, large vocabulary, dataset 1. , 2006; Dahl et al. We also visualize the our learned two-stream models trying to pro-vide some insights for future action recognition research. A large family of NLP tasks such as named entity recognition (NER) and part-of-speech (PoS) tagging may be formulated as sequence labeling problems; text is treated as a sequence of words to be labeled with linguistic tags. , 2015), or text segmentation and entity recognition (Gillick et al. Sequence-to-sequence chit-chat skill, question answering skill or task-oriented skill can be assembled from components provided in the library. Therefore we could produce a near state-of-the-art speech recognition system for every language with greater than one hundred million users in about 60 days on a single node. The core idea of the framework is to present a simple, unified interface for conceptually very different types of word and document embeddings. GitHub is home to over 40 million developers working together to host and review code, manage projects, and build software together. achieve state of the art results in sequence related problems like handwriting recognition [4, 3], speech recognition [6, 1], music composition [2] and grammar learning [8] (In natural language processing). I hope this project gives you a sense of why deep learning is both extremely cool and brimming with potential. Recurrent Neural Network (RNN) based sequence-to-sequence models have garnered a lot of traction ever since they were introduced in 2014. In the first week lecture, we describe organization and overview the content of the course.
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5 Companies Expanding Parental Leave Thanks to Tax Cuts February 15 2018 by Patrice Lee Onwuka
The Downside of Another Fast-food Worker Protest for $15 Minimum Wages February 12 2018 by Patrice Lee Onwuka
Uber Has a Gender Earnings Gap, but There's a Good Explanation February 9 2018 by Patrice Lee Onwuka
Survey: #MeToo Backlash Against Women is Real February 7 2018 by Patrice Lee Onwuka
Ryan Seacrest Has a Can’t-Miss #MeToo Message About False Allegations February 6 2018 by Patrice Lee Onwuka
On the Anniversary of FMLA, Here’s Why There's Little to Celebrate February 5 2018 by Patrice Lee Onwuka
T-Mobile’s Super Bowl Ad Sounded Tone Deaf February 5 2018 by Patrice Lee Onwuka
Have You Checked Your Paycheck? You Might Be Surprised February 1 2018 by Patrice Lee Onwuka
6 Times Democrats Didn’t Cheer for Middle-Class Wins in Trump's State of the Union Address January 31 2018 by Patrice Lee Onwuka
6 Things to Watch for at President Trump’s State of the Union Address January 30 2018 by Patrice Lee Onwuka
Survey: New Tech Moms Have Great Experience Returning to Work Post Baby January 30 2018 by Patrice Lee Onwuka
Here are Six Political Moments from the 2018 Grammys January 29 2018 by Patrice Lee Onwuka
Debbie Wasserman Schultz, Nancy Pelosi Pooh-pooh $1,000 Bonuses from Tax Reform January 26 2018 by Patrice Lee Onwuka
Walt Disney Heiress Thrashed Tax Reform, but Disney Company Gives Employees Tax Reform Bonuses, Investments January 25 2018 by Patrice Lee Onwuka
Cashier-free Amazon Store Opens in Nation's First $15-Minimum-Wage City January 24 2018 by Patrice Lee Onwuka
Disney Credits Tax Reform for Its $50 Mil Education Investment, $1,000 Bonuses January 24 2018 by Patrice Lee Onwuka
Congress Made New Changes to 529 Plans that Parents Will Celebrate January 23 2018 by Patrice Lee Onwuka
Kristen Bell Opens Girl Power Sag Awards with Cheap Shot at Melania Trump January 22 2018 by Patrice Lee Onwuka
Feminist Slams ‘Fixer Upper’ Stars Chip & Joanna for Having 5th Child January 17 2018 by Patrice Lee Onwuka
Costco Shocks Customers by Exposing the High Price of Seattle’s Soda Tax January 16 2018 by Patrice Lee Onwuka
Condoleeza Rice Warns Against #MeToo Creating Snowflakes and Triggering Backlash January 15 2018 by Patrice Lee Onwuka
Walmart Announces Higher Starting Wages, Bonuses, and Benefits Thanks to Tax Reform January 11 2018 by Patrice Lee Onwuka
Utility Companies Cut Your Utility Bills Thanks to Tax Cuts January 11 2018 by Patrice Lee Onwuka
Say Goodbye to Busboys at Red Robin Thanks to Minimum Wage Hikes January 10 2018 by Patrice Lee Onwuka
USPS is Losing Money, But Blame It on Washington Not Amazon January 5 2018 by Patrice Lee Onwuka
No, Iceland Didn’t Just Make It Illegal to Pay Women Less Than Men January 5 2018 by Patrice Lee Onwuka
California Has Brewed Up a Common-Sense Solution to Drunk Driving January 4 2018 by Patrice Lee Onwuka
Top Hollywood Women Launch Time’s Up as the Answer to #MeToo, but Don’t Be Fooled January 3 2018 by Patrice Lee Onwuka
What You Need to Know About New York's Paid Leave Plan January 3 2018 by Patrice Lee Onwuka
18 States Hike Minimum Wage in 2018, Young Female Workers May Suffer January 2 2018 by Patrice Lee Onwuka
Ivanka Trump Visit Triggers Connecticut Parents to Pull Kids Out of School December 22 2017 by Patrice Lee Onwuka
Capitol Hill Just Passed a #GoodDealforWomen Through Tax Reform December 19 2017 by Patrice Lee Onwuka
California’s $15 Minimum Wage to Cost 400,000 Jobs – Many for Women December 18 2017 by Patrice Lee Onwuka
Pew: Gender Discrimination, Sexual Harassment are Problems but Not Universal December 15 2017 by Patrice Lee Onwuka
Alyssa Milano, John Oliver Aren’t for Saving the Internet but Internet Control December 14 2017 by Patrice Lee Onwuka
Feminism is 2017’s Word of the Year But Women Still Don’t Know What It Means December 13 2017 by Patrice Lee Onwuka
San Francisco Embraces Everyone but Delivery Robots December 12 2017 by Patrice Lee Onwuka
Jobs Report: One Million More Women Are Working Since November 2016 December 8 2017 by Patrice Lee Onwuka
What Paris Hilton Could Teach Chelsea Handler About Grace in Crisis December 8 2017 by Patrice Lee Onwuka
Kellyanne Conway Had a #MeToo Moment Too, But No One Paid Attention Because of Politics December 7 2017 by Patrice Lee Onwuka
Mark Zuckerberg’s Paternity Leave Tells Us 3 Things About Paid Leave, Millennials December 6 2017 by Patrice Lee Onwuka
Sheryl Sandberg Calls Out the Chilling Effect Between Sexes Following Harassment Revelations December 5 2017 by Patrice Lee Onwuka
Three Ways to Maximize Your Last Paychecks of 2017 December 1 2017 by Patrice Lee Onwuka
Meghan Markle Giving Up Her Career for Prince Harry Doesn’t Make Her a Bad Woman November 29 2017 by Patrice Lee Onwuka
Susan Sarandon is Still Anti-Hillary, The Left Blasts Her For It November 28 2017 by Patrice Lee Onwuka
FCC’s Thanksgiving Blessing was to End Internet Neutrality Regulations November 27 2017 by Patrice Lee Onwuka
Black Friday Protests Dwindle Exposing This Uncomfortable Truth November 27 2017 by Patrice Lee Onwuka
Kathy Griffin’s Sadistic Trump Joke Left Her Jobless, She’s Not a Victim November 21 2017 by Patrice Lee Onwuka
New York Wants to Dictate When You Work November 20 2017 by Patrice Lee Onwuka
Bernie Sanders Blatantly Gives Bill Clinton, Al Franken a Pass on Sexual Harassment November 20 2017 by Patrice Lee Onwuka
Do Winter Blizzards Call for Paid Leave Too? November 15 2017 by Patrice Lee Onwuka
‘The Simpsons’ Calling Kellyanne Conway a Nazi is a Sexist, Racist Cheap Shot November 14 2017 by Patrice Lee Onwuka
How Zero Tolerance Polices Backfire in the Age of #MeToo November 13 2017 by Patrice Lee Onwuka
Three G.I. Janes from American History that Make Women Proud on Veterans Day November 10 2017 by Patrice Lee Onwuka
TSA Failing Undercover Weapons Tests – Again, and It’s Disturbing November 10 2017 by Patrice Lee Onwuka
NAACP Exploits NFL Protests to Ban "Star-Spangled Banner" as National Anthem November 9 2017 by Patrice Lee Onwuka
Women in Congress Have an Answer to Paid Leave November 8 2017 by Patrice Lee Onwuka
Sexist LA Times Columnist Attacks Sarah Huckabee Sanders’ Looks November 6 2017 by Patrice Lee Onwuka
Explosive: DNC, Hillary Clinton Campaign Rigged the Party Nomination for Her November 3 2017 by Patrice Lee Onwuka
Eva Longoria is Desperately Wrong to Push the Latina Pay Gap November 2 2017 by Patrice Lee Onwuka
Shame on Cosmo for Normalizing Incest – Again November 2 2017 by Patrice Lee Onwuka
Poll: Most Women Love Tech but Only Half Think It’ll Improve Their Life November 1 2017 by Patrice Lee Onwuka
2018 Obamacare Premiums to Leave Even Wider Hole in Your Wallet October 30 2017 by Patrice Lee Onwuka
Walmart Debuts Robots to Make (Holiday) Shopping Better October 30 2017 by Patrice Lee Onwuka
NAACP Issues Inane Flying-While-Black Advisory, Please Keep It to Yourselves October 27 2017 by Patrice Lee Onwuka
President Trump’s Opioid Attack Plan: Personal, Practical, and Policy October 26 2017 by Patrice Lee Onwuka
UPenn Teacher Helps Black Women by Discriminating Against White Men October 24 2017 by Patrice Lee Onwuka
Campus Sexual Assault: The Distressing Fight Mothers Face for Their Sons, Advice to Young Women October 23 2017 by Patrice Lee Onwuka
IRS to Hold Tax Returns Hostage to Enforce Obamacare October 20 2017 by Patrice Lee Onwuka
ABC’s Misleading Workplace Sexual Harassment Poll Pushes an Agenda October 19 2017 by Patrice Lee Onwuka
‘The Big Bang Theory’ Actress Counsels Actresses to be Modest, Triggers Feminist Backlash October 17 2017 by Patrice Lee Onwuka
No, NFL Protests Aren't About the Gender Pay Gap October 16 2017 by Patrice Lee Onwuka
Ivanka Trump to Boost Global Women Entrepreneurs Via World Bank Fund October 16 2017 by Patrice Lee Onwuka
President Trump’s Anti-Regulation Crusade may be Working in Americans’ Eyes October 13 2017 by Patrice Lee Onwuka
Lawmakers Try to Stop Secretary DeVos on Campus Sexual Assault Policy October 13 2017 by Patrice Lee Onwuka
Black Lives Matter Group Opposes Free Speech for Every American October 12 2017 by Patrice Lee Onwuka
Harvey Weinstein’s Open Secret Exposes Hypocrisy on the Left October 10 2017 by Patrice Lee Onwuka
Marc Jacobs Doubles Down on Free Expression for Designers, Artists October 10 2017 by Patrice Lee Onwuka
On Columbus Day, Give Him a Break October 9 2017 by Patrice Lee Onwuka
Company Behind Fearless Girl Statute Admits Gender Pay Issues October 9 2017 by Patrice Lee Onwuka
Three Bright Spots for Women in Today’s Jobs Report October 6 2017 by Patrice Lee Onwuka
Half of Americans Can’t Afford More than $100 in Healthcare Premiums October 4 2017 by Patrice Lee Onwuka
One Tech Company Changed Approach to Promotions, Women Won Big October 3 2017 by Patrice Lee Onwuka
Librarian Rejects Dr. Seuss Books Because Melania Trump Sent Them September 29 2017 by Patrice Lee Onwuka
Amber Rose’s Slutwalk is a Stunt Not Empowerment September 29 2017 by Patrice Lee Onwuka
Do We Want a Feminist ‘Will & Grace’ Reboot? September 26 2017 by Patrice Lee Onwuka
Hillary Clinton Slams Women Who Support Trump as “Publicly Disrespecting Themselves” September 26 2017 by Patrice Lee Onwuka
Betsy DeVos Ends Obama-Era Policies on School Sexual Assault September 22 2017 by Patrice Lee Onwuka
Washington Wants Black Households to Trade Privacy for Cash September 22 2017 by Patrice Lee Onwuka
Half of College Women Get This Wrong about Hate Speech September 20 2017 by Patrice Lee Onwuka
Joe Biden Slams Socialist Universal Basic Income Idea September 19 2017 by Patrice Lee Onwuka
Millennials Would Trade Right to Vote for Student Loan Freedom September 18 2017 by Patrice Lee Onwuka
Feminists Attack Starbucks's Pumpkin Spice Lattes for Funding White Supremacy September 15 2017 by Patrice Lee Onwuka
DeVos Backlash Incites Dangerous Language September 14 2017 by Patrice Lee Onwuka
Over One in Three Americans Can’t Name Any 1st Amendment Rights September 12 2017 by Patrice Lee Onwuka
Miss America Pageant Gets Political and Blatantly Anti-Trump September 11 2017 by Patrice Lee Onwuka
Melania Trump Staffs Fewer People than Michelle Obama – A Savings for Taxpayers September 8 2017 by Patrice Lee Onwuka
Hillary Clinton Asks 'What Happened?' in 2016 September 7 2017 by Patrice Lee Onwuka
Kim Kardashian Still Eschews One Label: Feminist September 5 2017 by Patrice Lee Onwuka
Jerry Springer Rides the $15 Minimum Wage Wagon September 5 2017 by Patrice Lee Onwuka
A $20 Question: Will Harriet Tubman be on the Bill? September 1 2017 by Patrice Lee Onwuka
Estee Lauder Faces Heat Over Paid Leave for Dads August 31 2017 by Patrice Lee Onwuka
No, Melania’s Shoes are Not the Story, Texas is August 30 2017 by Patrice Lee Onwuka
Illinois Governor Shuts Down $15 Minimum Wage August 28 2017 by Patrice Lee Onwuka
Amy Schumer's Equal Pay Problem August 25 2017 by Patrice Lee Onwuka
Poll: Nearly Three Out of Four Americans Would Die to Defend Freedom of Speech August 25 2017 by Patrice Lee Onwuka
Here’s Another Way Women Suffer from Minimum Wage Increases August 24 2017 by Patrice Lee Onwuka
Oops! Social Security Website Misdirects $11 Mil to Thieves August 23 2017 by Patrice Lee Onwuka
D.C. Raises Minimum Wage, Diners Foot the Bill August 21 2017 by Patrice Lee Onwuka
What Dr. Ben Carson Shows Us about Confronting Hateful Ideas August 17 2017 by Patrice Lee Onwuka
Hope Brings Another Woman to Trump Leadership Circle August 17 2017 by Patrice Lee Onwuka
Helen Mirren’s Feminism is about Anti-Trump and Potty-Mouths August 16 2017 by Patrice Lee Onwuka
CFPB Crackdown May Trap Borrowers in a Different Debt Trap August 14 2017 by Patrice Lee Onwuka
Sheryl Sandberg Leans In to One-Size-Fits-All Paid Leave Plan August 10 2017 by Patrice Lee Onwuka
Café Charges 18% Man Tax to Close the Gender Pay Gap August 9 2017 by Patrice Lee Onwuka
College STEM Women Claim to be Sexism Victims August 7 2017 by Patrice Lee Onwuka
A Sexism Rating Coming to a Movie Near You August 3 2017 by Patrice Lee Onwuka
IRS Rehires Hundreds of Fired Workers Despite Serious Transgressions August 3 2017 by Patrice Lee Onwuka
Study: MD County to Lose 47,000 jobs because of $15 Minimum Wage August 2 2017 by Patrice Lee Onwuka
Adam Carolla Schools Congress on Campus Free Speech July 31 2017 by Patrice Lee Onwuka
How One Tech Company is Taking on the Future of Work July 28 2017 by Patrice Lee Onwuka
Governor Christie Shuts Down Costly Paid Leave Expansion Bill July 27 2017 by Patrice Lee Onwuka
Teachers’ Union Boss Plays the Race Card against Secretary DeVos July 25 2017 by Patrice Lee Onwuka
Cutting the Strings on Obamacare Enrollment Assistance July 24 2017 by Patrice Lee Onwuka
Not Even Death Stops a Government Check July 21 2017 by Patrice Lee Onwuka
Who Cares for the Caregivers? July 19 2017 by Patrice Lee Onwuka
College Diversity Officials Rake in Major Dough July 18 2017 by Patrice Lee Onwuka
DHS Hides Spending $3.6 Mil of Taxpayer Dollars on Pricey Conferences July 17 2017 by Patrice Lee Onwuka
Study: Marrying Before Having Kids is a Strong Path to Success for Millennials July 13 2017 by Patrice Lee Onwuka
$2 Mil NJ Welfare Fraud Exposes Holes in Our Social Safety Net July 7 2017 by Patrice Lee Onwuka
“WTF” is Silicon Valley’s Next Answer to the Democratic Party July 6 2017 by Patrice Lee Onwuka
Fraud Alert: Federal Free Phone, Internet Program Wastes $100 Mil Annually on Fake, Dead Enrollees July 3 2017 by Patrice Lee Onwuka
Cosmo Leaves Conservatives Off Their Short List of Female Presidential Candidates June 28 2017 by Patrice Lee Onwuka
Report: Seattle’s Minimum Wage Hike Gave Low-Wage Workers a $125 Monthly Pay Cut June 27 2017 by Patrice Lee Onwuka
Obama Comes Out to Bash Senate Repeal Bill June 23 2017 by Patrice Lee Onwuka
Maybe Profit Motivates Tech Companies More than Politics June 22 2017 by Patrice Lee Onwuka
Ivanka Trump Hits Capitol Hill about Paid Leave June 20 2017 by Patrice Lee Onwuka
Supreme Court Upholds Offensive Names as Free Speech June 20 2017 by Patrice Lee Onwuka
Silicon Valley CEOs Ignore Calls to Boycott Trump Tech Summit June 19 2017 by Patrice Lee Onwuka
What the Return of Pro-Net Neutrality Democrat Means for Internet Regs Rollback June 15 2017 by Patrice Lee Onwuka
Is the Federal Consumer Cop Asleep on the Job? June 15 2017 by Patrice Lee Onwuka
Obama Health Records Program Leaves Taxpayers on the Hook for Mispayments June 15 2017 by Patrice Lee Onwuka
Just in Time for July 4th New York State Greenlights Uber, Lyft June 9 2017 by Patrice Lee Onwuka
Filter, Don’t Pilfer June 8 2017 by Patrice Lee Onwuka
What Michelle Obama Gets Wrong About Self-Interest June 8 2017 by Patrice Lee Onwuka
Harvard Revokes Acceptances Over Online Comments June 6 2017 by Patrice Lee Onwuka
Bill Maher’s N-Word Episode June 5 2017 by Patrice Lee Onwuka
Hillary Clinton's Whine Tour Stops in Silicon Valley June 2 2017 by Patrice Lee Onwuka
Maryland Governor Shuts Down Paid Sick-Leave Bill May 26 2017 by Patrice Lee Onwuka
Chelsea Clinton Equates Child Marriage to Climate Change May 26 2017 by Patrice Lee Onwuka
Obamacare’s Death Spiral Claims Another Healthcare Insurer May 25 2017 by Patrice Lee Onwuka
Top 10 Unauthorized Federal Programs on the Chopping Block in Trump Budget May 25 2017 by Patrice Lee Onwuka
Supreme Court Ends Judge Shopping for Patent Trolls May 23 2017 by Patrice Lee Onwuka
State of Texas Trumps Austin over Uber, Lyft Regulations May 22 2017 by Patrice Lee Onwuka
Undoing Net Neutrality Starts Today May 18 2017 by Patrice Lee Onwuka
San Francisco May Stall Delivery Robots May 18 2017 by Patrice Lee Onwuka
Miss USA Stands by Her Comments – Good for Her May 17 2017 by Patrice Lee Onwuka
Miss USA Slammed for Saying Healthcare is a Privilege Rather than a Right May 15 2017 by Patrice Lee Onwuka
Don’t Be Tone Deaf on Hearing Aids May 11 2017 by Patrice Lee Onwuka
Grads Boo Betsy DeVos at Commencement May 11 2017 by Patrice Lee Onwuka
TV Comedian John Oliver Piles on to Save Obama Internet Rules May 10 2017 by Patrice Lee Onwuka
Automation Coming to a City near You May 9 2017 by Patrice Lee Onwuka
Your Zip code Is a Good Predictor for How Long You Live May 9 2017 by Patrice Lee Onwuka
Tech Bosses: Expect Significant Automation of Jobs by 2022 May 5 2017 by Patrice Lee Onwuka
Can Another Tech Squad to Transform How Washington Works? May 5 2017 by Patrice Lee Onwuka
Tech Founder to Ivanka Trump: Don’t Use My Story May 3 2017 by Patrice Lee Onwuka
Are Saving and Debt Repayment the New Normal for Americans? May 2 2017 by Patrice Lee Onwuka
This Immigrant is Showing Up to Work on May Day May 1 2017 by Patrice Lee Onwuka
FCC Announces Net Neutrality Reversal Plan April 27 2017 by Patrice Lee Onwuka
Copyright Office Reform Bill Passes House April 27 2017 by Patrice Lee Onwuka
FCC Expected to Kick Net Neutrality to the Curb April 26 2017 by Patrice Lee Onwuka
Delivery Robots Get Legislative Green Light in Two States April 25 2017 by Patrice Lee Onwuka
Harvard Study: Higher Minimum Wages Trigger Restaurant Closures April 24 2017 by Patrice Lee Onwuka
Not Done Rolling Back Washington’s Red Tape Yet April 19 2017 by Patrice Lee Onwuka
Three Celebrities Feeling the Pain on Tax Day April 18 2017 by Patrice Lee Onwuka
Female-Led FTC Takes Reducing Regulations Seriously April 18 2017 by Patrice Lee Onwuka
New York Pilots Free College Tuition Plan April 13 2017 by Patrice Lee Onwuka
Poll: Americans Comfortable with AI in Most--But Not All--Instances April 11 2017 by Patrice Lee Onwuka
No Phone Calls on Airplanes After All April 11 2017 by Patrice Lee Onwuka
Amazon to Hire 30,000 Part-time, Work-from-Home Jobs April 10 2017 by Patrice Lee Onwuka
Judge Blocks Seattle’s Plan to Unionize Uber April 7 2017 by Patrice Lee Onwuka
Stop the Misinformation on the Roll-Back of Privacy Rules April 5 2017 by Patrice Lee Onwuka
The Challenge of Counterfeit Drugs April 4 2017 by Patrice Lee Onwuka
Cali Lawmaker Wants to Push Gig-Economy Workers into Unions April 3 2017 by Patrice Lee Onwuka
FCC Reverses Federal Power Grab Over LifeLine Program (AKA ObamaPhones for the Internet) March 30 2017 by Patrice Lee Onwuka
Here’s How Uber is Boosting Diverse Applicants March 30 2017 by Patrice Lee Onwuka
Congress Scraps Obama-Era Privacy Rules March 30 2017 by Patrice Lee Onwuka
Should We Worry About Robots Replacing Workers? March 27 2017 by Patrice Lee Onwuka
Black Leaders Tell Trump What They Have to Lose March 23 2017 by Patrice Lee Onwuka
Congress to Free the Copyright Office from the Thumb of the Library of Congress March 23 2017 by Patrice Lee Onwuka
Why Everything from Dresses to Avocados May Get More Expensive March 22 2017 by Patrice Lee Onwuka
Trump, Clinton Campaigns Depended Upon Sharing Economy on the Campaign Trail March 21 2017 by Patrice Lee Onwuka
Before You Blame the Wage Gap, Check Your Attitude March 20 2017 by Patrice Lee Onwuka
Trump Hacks Away at the TSA March 20 2017 by Patrice Lee Onwuka
Trump Pumps the Brakes on Obama-Era Fuel Efficiency Regs March 16 2017 by Patrice Lee Onwuka
Students Push Back on Feminist Professor’s Indoctrination March 15 2017 by Patrice Lee Onwuka
President Trump: May Be Time to Say "You're Fired!" to Duplicative Agency Employees March 14 2017 by Patrice Lee Onwuka
Austin’s Struggle with Transportation After Uber, Lyft Ride Out of Town March 13 2017 by Patrice Lee Onwuka
Steve Case: American Workers Feeling Left Behind, Really Have Been Left Behind March 13 2017 by Patrice Lee Onwuka
Analogies Fly Over Net Neutrality March 9 2017 by Patrice Lee Onwuka
These are the Women A Day Without Women Hurts March 8 2017 by Patrice Lee Onwuka
Can Facebook’s New Tool Crack Down on “Fake News”? March 7 2017 by Patrice Lee Onwuka
Is Regulating the Internet a Good Idea? March 6 2017 by Patrice Lee Onwuka
Dr. Ben Carson Confirmed as HUD Head March 3 2017 by Patrice Lee Onwuka
Robots Green-Lighted to Deliver Your Packages March 2 2017 by Patrice Lee Onwuka
Three Key Messages to Black America from Trump’s Address March 1 2017 by Patrice Lee Onwuka
Reports: GM Lobbies to Keep Competing Self-Driving Tech Off the Road February 28 2017 by Patrice Lee Onwuka
New Self-driving Truck Company Speeds Up the Technology February 27 2017 by Patrice Lee Onwuka
Small Internet Companies Gain Regulatory Relief from Washington February 24 2017 by Patrice Lee Onwuka
Women Have a New Ally in Getting Them to Work February 24 2017 by Patrice Lee Onwuka
Federal Watchdog: Obama’s Techie Squad Flouted the Rules February 22 2017 by Patrice Lee Onwuka
Adulting School: Millennials Are Signing Up for Classes February 22 2017 by Patrice Lee Onwuka
Former AG Eric Holder Leading Internal Investigation at Uber February 21 2017 by Patrice Lee Onwuka
Whoopi Snubs the Mean Girls at New York Fashion Week in Defense of Tiffany Trump February 17 2017 by Patrice Lee Onwuka
Humana Calls It Quits on ObamaCare, Leaving One State in Trouble February 16 2017 by Patrice Lee Onwuka
Congress Opens the Door to Self-Driving Cars February 15 2017 by Patrice Lee Onwuka
Linda McMahon Confirmed to Head the SBA February 14 2017 by Patrice Lee Onwuka
Cabs Threaten to Halt Wheelchair Access Over Uber, Lyft February 14 2017 by Patrice Lee Onwuka
Trump Models: The Next Target in the Fashion World Purge February 13 2017 by Patrice Lee Onwuka
Senate Dems Come Out Swinging to Protect Washington’s Control of the Internet February 8 2017 by Patrice Lee Onwuka
A Surprise Stand for Competition Over Cronyism in Battle for NYC Streets? February 8 2017 by Patrice Lee Onwuka
Lifeline Internet Assistance Program (AKA Obamaphones for the Internet) Takes a Hit February 7 2017 by Patrice Lee Onwuka
Big Mac ATM’s, the Answer to $15 Minimum Wages? February 2 2017 by Patrice Lee Onwuka
New FCC Chairman Gets to Work Cutting Red Tape February 2 2017 by Patrice Lee Onwuka
Trump Transportation Secretary Chao Confirmed, Despite Democratic Protest February 1 2017 by Patrice Lee Onwuka
Cutting the Red Tap: President Trump Orders 2-for 1 Rule on Regulations January 31 2017 by Patrice Lee Onwuka
Chelsea Handler's Garbage-Pail Mouth is Now Shaming Melania Trump's English January 27 2017 by Patrice Lee Onwuka
Break out the Dow 20K Hats? January 27 2017 by Patrice Lee Onwuka
Apple Hit with Another Lawsuit over Distracted Driving January 25 2017 by Patrice Lee Onwuka
Getting American Workers Ready for Automation’s Coming Shake-Up January 24 2017 by Patrice Lee Onwuka
Uber Ponies Up $20M to Feds Over Driver Pay January 23 2017 by Patrice Lee Onwuka
Americans Aren’t Really Warming Up to Self-Driving Cars January 19 2017 by Patrice Lee Onwuka
The Government’s “Slant” on Trademarks Gets Challenged January 19 2017 by Patrice Lee Onwuka
Uber Sues Seattle to Block Drivers from Unionizing January 18 2017 by Patrice Lee Onwuka
Inauguration Reminds Us Why Home Sharing is a Win for Travelers January 17 2017 by Patrice Lee Onwuka
Jesse Jackson PUSHes Uber on Diversity Statistics January 13 2017 by Patrice Lee Onwuka
5 Times President Obama’s Rhetoric Didn’t Match His Kumbaya Message January 11 2017 by Patrice Lee Onwuka
Jenna Bush Microaggressess at the Golden Globes? January 10 2017 by Patrice Lee Onwuka
Rolling Back Obama’s Internet Privacy Rules January 9 2017 by Patrice Lee Onwuka
Update: City of San Diego Says Restaurants Can't Publicly Blame Surcharge on Minimum Wage Hike January 6 2017 by Patrice Lee Onwuka
San Diego Restaurants Slap Diners with Surcharges Thanks to Minimum Wage Increases January 6 2017 by Patrice Lee Onwuka
The Uber Hook-Up Effect January 5 2017 by Patrice Lee Onwuka
Christmas Eve Distracted Driving Fatality Could Trigger Government Action January 3 2017 by Patrice Lee Onwuka
Cali Regulators Drive Uber’s Self-Driving Cars Away December 27 2016 by Patrice Lee Onwuka
Will Seattle’s Driver Unionization be the End of Uber, Ridesharing? December 21 2016 by Patrice Lee Onwuka
Not Fake News: Some UVA Students Sign Fake Anti-Christmas Petition December 20 2016 by Patrice Lee Onwuka
Pinterest Misses Female Recruitment Quantity Quotas, But Hits on Quality December 19 2016 by Patrice Lee Onwuka
No Michelle Obama, “Hope” Doesn’t Start and End with Your Husband December 19 2016 by Patrice Lee Onwuka
Uber, San Francisco Regulators Crash Head-on over Self-Driving December 16 2016 by Patrice Lee Onwuka
More on the Shaming of Wonder Woman December 15 2016 by Patrice Lee Onwuka
Environmental Group Smears Black Beauty Products December 14 2016 by Patrice Lee Onwuka
San Francisco Mayor Sides with Airbnb December 12 2016 by Patrice Lee Onwuka
Airbnb Can’t Beat ‘Em, So Now They’re Lobbying ‘Em December 9 2016 by Patrice Lee Onwuka
The Supremes Side with Samsung Against Apple in High-Profile Patent Case December 7 2016 by Patrice Lee Onwuka
Cell Phones on the Road: A Serious Problem, but Do the Feds Need to Solve It? December 6 2016 by Patrice Lee Onwuka
Airbnb Took on the Big Apple and Lost December 5 2016 by Patrice Lee Onwuka
Obama’s Overtime Rule is Down, but Not Out December 2 2016 by Patrice Lee Onwuka
Taxpayers Will Forgive Billions More in Student Loan Debt December 2 2016 by Patrice Lee Onwuka
Uber Drivers Join Minimum Wage Protesters November 30 2016 by Patrice Lee Onwuka
Negative Online Reviews Get New Federal Protection November 30 2016 by Patrice Lee Onwuka
#GivingTuesday: the Hangover Cure for a Weekend of Spending November 29 2016 by Patrice Lee Onwuka
Some Maine Restaurant Workers Worried about Effects of Minimum Wage Hike November 28 2016 by Patrice Lee Onwuka
Judge Blocks Obama Workplace Overtime Rules November 23 2016 by Patrice Lee Onwuka
Pew: One in Four Americans Makes Bank through the Gig Economy November 21 2016 by Patrice Lee Onwuka
U.S. Small Businesses: Good News and Bad News November 21 2016 by Patrice Lee Onwuka
Arizona’s New Minimum Wage Packs a One-Two Punch for Nonprofits November 18 2016 by Patrice Lee Onwuka
Washington State Minimum Wage Passed and Childcare Costs Skyrocket November 17 2016 by Patrice Lee Onwuka
Hi, I’m Ben, Your Senator and Uber Driver! November 15 2016 by Patrice Lee Onwuka
Facebook Ends Multicultural Targeted Ads November 14 2016 by Patrice Lee Onwuka
Oprah’s Guarded Hope for the New President Triggers the Left November 14 2016 by Patrice Lee Onwuka
Star-Power Failed to Energize Millennials at the Polls November 10 2016 by Patrice Lee Onwuka
Mom-preneur Faces Charges for Selling Ceviche? November 9 2016 by Patrice Lee Onwuka
Uber is Back on the Road in Philly November 7 2016 by Patrice Lee Onwuka
Airbnb’s Self-Policing Strategy against Discrimination November 4 2016 by Patrice Lee Onwuka
Sanders and Warren Ignore that America is Better Off Now While Promoting Socialism • Evening Edit October 14 2019 by Patrice Lee Onwuka
Biden campaign plans to lose Iowa, New Hampshire, and Nevada • Rising October 11 2019 by Patrice Lee Onwuka
Is Warren trying to win black voters by floating Gillum as VP • Rising October 11 2019 by Patrice Lee Onwuka
US Businesses Should Stand Behind Hong Kong • Making Money October 9 2019 by Patrice Lee Onwuka
Left Leaning Outlets Turn on NYT Following Kavanaugh Hit Piece • Evening Edit September 23 2019 by Patrice Lee Onwuka
Partisan Party Politics Turns American Voters Off • Lou Dobbs Tonight September 18 2019 by Patrice Lee Onwuka
Bashing Billionaires Dissuades Everyone from Trying to Reach the Top • Making Money September 13 2019 by Patrice Lee Onwuka
Dems Have a Hard Case to Make Heading Into 2020 • Your World with Neil Cavuto September 9 2019 by Patrice Lee Onwuka
Dems Prioritize Gun Reform But Its All Talk • Evening Edit September 9 2019 by Patrice Lee Onwuka
Talking Tech: Is Being a "Big Company" a Bad Thing? • Making Money with Charles Payne September 6 2019 by Patrice Lee Onwuka
Media Needs to Find Balance Between Criticism and Support of President • Evening Edit September 3 2019 by Patrice Lee Onwuka
Democrats Continue to Focus on Emotion Over Fact: Biden and AOC • Trish Regan Primetime August 30 2019 by Patrice Lee Onwuka
Is the DNC rigging the debate rules? • Rising August 29 2019 by Patrice Lee Onwuka
Is South Carolina Biden's Hail Mary? • Rising August 29 2019 by Patrice Lee Onwuka
4 in 10 People Won't Trust the 2020 Election Results if Their Team Loses • Lou Dobbs Tonight August 28 2019 by Patrice Lee Onwuka
Taking Border Security Seriously with Approved Funding for The Wall • Evening Edit August 27 2019 by Patrice Lee Onwuka
Women Are Winning in This Economy • Coast to Coast August 22 2019 by Patrice Lee Onwuka
Language Police: In San Francisco and on Facebook • Lou Dobbs Tonight August 22 2019 by Patrice Lee Onwuka
Harry Reid Denounces Trajectory of Dem Party • Making Money with Charles Payne August 21 2019 by Patrice Lee Onwuka
Judge Trump’s actions, not words — and other commentary August 19 2019 by Patrice Lee Onwuka
Conservative commentator rips Shapiro over criticism of people with multiple jobs August 16 2019 by Patrice Lee Onwuka
How Will the Economy Effect the 2020 Conversation? • Coast to Coast August 15 2019 by Patrice Lee Onwuka
Israel Should Say "Thanks, But No Thanks" to Reps. Omar and Tlaib • Lou Dobbs Tonight August 15 2019 by Patrice Lee Onwuka
We Need to Act Now to Steer Away from Red Flags Ahead • Making Money August 14 2019 by Patrice Lee Onwuka
"In God We Trust" Is Important to Display in School • Lou Dobbs Tonight August 14 2019 by Patrice Lee Onwuka
Political Talking Points Stir Up Violent Threats Against SoulCycle Owner • Evening Edit August 9 2019 by Patrice Lee Onwuka
Pitting Consumers Against Businesses in the Name of Politics • Coast to Coast August 8 2019 by Patrice Lee Onwuka
Democratic Socialists Cannot Defeat Capitalism with Proper Pronouns and Complaints • Lou Dobbs August 6 2019 by Patrice Lee Onwuka
Don't pander to women; offer real opportunity August 1 2019 by Patrice Lee Onwuka
Bernie Ignores Legitimate Questions About his Health Care Plans • Evening Edit July 31 2019 by Patrice Lee Onwuka
The Washington Post Plays Scapegoat for Those Still Hung Up on 2016 Election • Lou Dobbs Tonight July 30 2019 by Patrice Lee Onwuka
Food Stamps Cut Because Booming Economy Means Less People Need Them • Fox & Friends First July 24 2019 by Patrice Lee Onwuka
The Squad Tries Pushing the Democrats Further Left Over Israel • Evening Edit July 24 2019 by Patrice Lee Onwuka
$15 Minimum Wage Robs Women of Jobs, Opportunity, Economic Mobility July 18 2019 by Patrice Lee Onwuka
"Squad" Pushes Democrat Party Closer to Socialism • Coast to Coast July 17 2019 by Patrice Lee Onwuka
"Woke Activism" is No Way to Get Things Done in Congress • Fox & Friends First July 15 2019 by Patrice Lee Onwuka
Cory Gardner, the women’s vote and religion: Western Conservative Summit takeaways July 14 2019 by Patrice Lee Onwuka
Democrats Have Placed All Their Eggs in the Identity Politics Basket • Evening Edit July 11 2019 by Patrice Lee Onwuka
AOC Needs to Tread Lightly Instead of Pointing Fingers at House Leadership • Your World July 11 2019 by Patrice Lee Onwuka
Why Restaurant Workers are Rising Up to Save Tipped Wages July 9 2019 by Patrice Lee Onwuka
Women's World Cup Champions Demand Equal Pay, Do the Numbers Add Up? • After The Bell July 8 2019 by Patrice Lee Onwuka
The Folly of Demanding Amazon’s Tax Returns • Liberty Watch Radio July 7 2019 by Patrice Lee Onwuka
Democrats are Obsessed Over the Past as the Candidates Take Aim at Each Other • Making Money July 5 2019 by Patrice Lee Onwuka
Supreme Court Reaches Verdict on 2020 Census Question • Your World with Neil Cavuto June 27 2019 by Patrice Lee Onwuka
Democrats Ignore Booming Economy and Foreshadow Recession • Evening Edit June 25 2019 by Patrice Lee Onwuka
Economists Determine the Value of "Free" Social Media Apps • Making Money June 24 2019 by Patrice Lee Onwuka
Race is a Central Issue for 2020, Biden is Learning the Hard Way • Coast to Coast June 20 2019 by Patrice Lee Onwuka
Hearing on Reparations Shows Just How Complicated This Issue Is • Trish Regan Primetime June 19 2019 by Patrice Lee Onwuka
President Trump Prioritizes Legal Immigrants During Border Crisis • Lou Dobbs Tonight June 18 2019 by Patrice Lee Onwuka
Lets Take an Objective Look at the Russian Interference Allegations • PoliticsNation June 15 2019 by Patrice Lee Onwuka
Liberals Distract Voters From Booming Economy with Social Issues • Lou Dobbs Tonight June 14 2019 by Patrice Lee Onwuka
Why Kamala Harris’ ‘Equal Pay’ Proposal Will Hurt, Not Help Women June 13 2019 by Patrice Lee Onwuka
Republicans and Democrats at odds on overtime pay June 13 2019 by Patrice Lee Onwuka
Deep Fake Videos Can Have Dangerous Repercussions • Evening Edit June 12 2019 by Patrice Lee Onwuka
Bernie Sanders Bashes Walmart Execs Claiming Minimum Wage Isn't High Enough • Coast to Coast June 5 2019 by Patrice Lee Onwuka
Mandated Paid Time Off Is Not Only Bad for Most Businesses, It's Bad for Many Women June 5 2019 by Patrice Lee Onwuka
Democrats Throw Money at Homelessness But the Situation Still Gets Worse, Why? • Lou Dobbs Tonight June 5 2019 by Patrice Lee Onwuka
Stossel: The Paid Leave Fairy Tale • Reason TV June 4 2019 by Patrice Lee Onwuka
Crisis at the Border and Draining the Swamp, Trust Trump to Create Change • Making Money May 31 2019 by Patrice Lee Onwuka
Kamala Harris’ New Proposal to Punish Companies Renews Wage Gap Debate • Bold Politics May 24 2019 by Patrice Lee Onwuka
Conflict in D.C. Does Effect Markets, But Consumers Continue to Spend • Coast to Coast May 23 2019 by Patrice Lee Onwuka
The Gender Wage Gap and What You Can Do About It May 22 2019 by Patrice Lee Onwuka
Top Dems Blow Any Chance of Bipartisan Reform • Evening Edit May 22 2019 by Patrice Lee Onwuka
Women's Organization Announces The 2019 Empowered Woman of the Year May 21 2019 by Patrice Lee Onwuka
Kamala Harris Threatens to Fine Businesses that Contribute to the "Pay Gap" • Fox & Friends May 21 2019 by Patrice Lee Onwuka
Low Birth Rates Could Have Devastating Economic Impacts • Fox & Friends May 16 2019 by Patrice Lee Onwuka
Policy analyst on falling birth rates: Rhetoric from the left contributing to 'change in norms' May 16 2019 by Patrice Lee Onwuka
Sanctuary Cities Putting Illegal Immigrants Ahead of Citizens • Lou Dobbs Tonight May 8 2019 by Patrice Lee Onwuka
Trump Should Look to Private Sector for Federal Reserve Board Nominees • Coast to Coast May 2 2019 by Patrice Lee Onwuka
Every Aspect of the Economy is Thriving From Jobs, Wages, To Taxes• Fox & Friends First April 29 2019 by Patrice Lee Onwuka
Bernie Struggles to Win Over Black Women • Evening Edit April 25 2019 by Patrice Lee Onwuka
Patrice Onwuka on Plastic Bag Bans, Net Neutrality and Michelle Obama • Americhicks April 23 2019 by Patrice Lee Onwuka
Many Americans Don't Care About the Mueller Report • Cavuto Live April 20 2019 by Patrice Lee Onwuka
Obama Playbook Will Not Be Enough to Get Joe Biden in the White House • Fox & Friends April 20 2019 by Patrice Lee Onwuka
Mueller Report Finally Available: What did it say and what is next? • WAMU April 18 2019 by Patrice Lee Onwuka
Opportunity Zones Create Economic Prosperity • Making Money with Charles Payne April 17 2019 by Patrice Lee Onwuka
Left Tries Desperately To Keep Collusion Narrative Alive • Coast to Coast April 15 2019 by Patrice Lee Onwuka
As support for reparations grow, so does pushback from some black Americans April 12 2019 by Patrice Lee Onwuka
Democrats Are Selective When Deciding Who is Innocent or Guilty • Fox & Friends Saturday April 6 2019 by Patrice Lee Onwuka
Being Fiscally Conservative Includes Being Smart on All Aspects of the Economy • Coast to Coast April 3 2019 by Patrice Lee Onwuka
Don't Fall for the Equal Pay Day Myth • Larry O'Connor Show April 2 2019 by Patrice Lee Onwuka
Presidential Hopefuls Playing Politics with Joe Biden's Victims • Evening Edit April 1 2019 by Patrice Lee Onwuka
Joe Biden's 2020 Doom • Cheddar Politics April 1 2019 by Patrice Lee Onwuka
Marco Rubio's New Family Leave Bill is a Budget Neutral Conservative Plan • Coast to Coast March 27 2019 by Patrice Lee Onwuka
The gender pay gap still exists - but it's shrinking, according to a new study March 27 2019 by Patrice Lee Onwuka
Millions of American off food stamps under President Trump • OANN March 23 2019 by Patrice Lee Onwuka
The Electoral College Matters, and Here's Why • The Evening Edit March 20 2019 by Patrice Lee Onwuka
Threats to Drag Out Investigation Despite No Evidence Of Collusion • The Evening Edit March 13 2019 by Patrice Lee Onwuka
A Legislative Unicorn: Paid Family Leave Without New Taxes or Entitlements March 12 2019 by Patrice Lee Onwuka
Congress considers parental leave programs March 12 2019 by Patrice Lee Onwuka
The Ivanka Trump effect: Why Republicans are now championing paid family leave, and what their new proposal looks like March 12 2019 by Patrice Lee Onwuka
Joni Ernst, Mike Lee roll out conservative paid parental leave idea March 12 2019 by Patrice Lee Onwuka
Raising the Topic of Paid Parental Leave March 12 2019 by Patrice Lee Onwuka
Republicans Propose Plan to Let Parents Use Social Security for Paid Family Leave After Having a Child March 12 2019 by Patrice Lee Onwuka
GOP senators unveil paid parental leave proposal March 12 2019 by Patrice Lee Onwuka
Support Choices That Women Make When Looking at Gender Pay Gap • Making Money with Charles Payne March 8 2019 by Patrice Lee Onwuka
Trump Previews 2020 in CPAC Speech • Fox and Friends First March 4 2019 by Patrice Lee Onwuka
Consumer Confidence Bouncing Back as Trump Looks Ahead to 2020 • Coast to Coast March 4 2019 by Patrice Lee Onwuka
Pelosi Should Second Guess New Member's Calls for Trump Impeachment • The Evening Edit February 27 2019 by Patrice Lee Onwuka
AOC Lives in Luxury Housing in D.C. Despite Her Views on Affordable Housing • Fox and Friends First February 21 2019 by Patrice Lee Onwuka
Bernie Attacks Someone Who Achieved the American Dream • Making Money with Charles Payne February 20 2019 by Patrice Lee Onwuka
Bernie Sanders Continues to Misrepresent the Reality of Socialism • The Evening Edit February 19 2019 by Patrice Lee Onwuka
Meet the Women Who Protested the Women’s March January 21 2019 by Patrice Lee Onwuka
Trump Putting Border Security on the Table with DACA Extension • America's News Headquarters January 19 2019 by Patrice Lee Onwuka
Women's March is Not Inclusive of All Ideas • Fox & Friends January 19 2019 by Patrice Lee Onwuka
USPS Relies on Amazon: What this means for consumers • Your World with Neil Cavuto December 5 2018 by Patrice Lee Onwuka
How Will Markets React to a Potential Trade Deal with China? • Coast to Coast November 29 2018 by Patrice Lee Onwuka
Streisand accuses Trump of misogyny while liberals turn on their own November 28 2018 by Patrice Lee Onwuka
What Pete Davidson’s SNL Apology Could Teach Us About Civility • Bold Politics November 16 2018 by Patrice Lee Onwuka
Is Amazon Guilty of Taking Part In Corporate Welfare? • The Evening Edit November 14 2018 by Patrice Lee Onwuka
'Economic damage' predicted after city levies big tax on hi-tech firms November 13 2018 by Patrice Lee Onwuka
Markets React to Midterm Election Results • Coast to Coast November 12 2018 by Patrice Lee Onwuka
Volatile Markets Will Only Marginally Influence Midterms • The Evening Edit October 26 2018 by Patrice Lee Onwuka
PETA Claims Milk is Racist • Trish Regan Primetime October 23 2018 by Patrice Lee Onwuka
How Will Booming Economy Be Affected by The Fed? • Coast to Coast October 17 2018 by Patrice Lee Onwuka
Kanye Brings Attention to Real Economic Issues • Coast to Coast October 11 2018 by Patrice Lee Onwuka
Will Kavanaugh Confirmation Drive Women Away from the GOP? Not Likely October 8 2018 by Patrice Lee Onwuka
Anti-Kavanaugh Harassment Tactics Overlooked by the Left • Coast to Coast October 4 2018 by Patrice Lee Onwuka
Statement on #CancelKavanaugh Protest: Activists Use Dr. Ford to Exploit Emotion Over a Deeply Personal Issue October 4 2018 by Patrice Lee Onwuka
Republican Women Explain Why They Stand By Brett Kavanaugh More Than Ever October 3 2018 by Patrice Lee Onwuka
Women Want Kavanaugh Confirmed if FBI Finds No Corroborating Evidence • FBN am October 3 2018 by Patrice Lee Onwuka
A Tale of Two Cities: A Snapshot of Washington D.C. On the Historic Kavanaugh-Ford Hearing Day September 27 2018 by Patrice Lee Onwuka
FBI Investigation Was an Ongoing Distraction During Hearings • After the Bell September 27 2018 by Patrice Lee Onwuka
'There's No Presumption of Innocence': Women Rally Both for and Against Kavanaugh September 27 2018 by Patrice Lee Onwuka
Dems Would Love for Trump to Fire Rosenstein • Fox & Friends First September 25 2018 by Patrice Lee Onwuka
Republicans Have Gone Out of Their Way to Try to Hear Blasey • Coast to Coast September 21 2018 by Patrice Lee Onwuka
Jacques: Sexism is a losing strategy September 14 2018 by Patrice Lee Onwuka
Good Trade Relations with China is Good for the Economy • Coast to Coast September 12 2018 by Patrice Lee Onwuka
Will Reforming SNAP Benefit Americans? • Bold Politics September 7 2018 by Patrice Lee Onwuka
Motivations Behind Trying to Flip a Russian Oligarch • Fox & Friends First September 3 2018 by Patrice Lee Onwuka
More Than Ever, Millennials Are Taking Care of Their Aging Family Members • Bold Life August 24 2018 by Patrice Lee Onwuka
Trump's Commitment to Diversity in the White House Continues After Omarosa • Andrew Wilkow Show August 22 2018 by Patrice Lee Onwuka
Statement: IWF Applauds Roll Back of Clean Power Plan August 22 2018 by Patrice Lee Onwuka
Omarosa’s Antics Won't Undermine Trump’s Progress for Black Americans • Afternoons with Cliff Kelley August 21 2018 by Patrice Lee Onwuka
NYT Publishes Pure Speculation on Mueller Investigation • Fox & Friends First August 20 2018 by Patrice Lee Onwuka
America IS Great: a lesson from real Immigrants • Fox & Friends August 18 2018 by Patrice Lee Onwuka
Harley-Davidson Staying in U.S. is Huge Victory • Coast to Coast August 17 2018 by Patrice Lee Onwuka
Is there a racial gender pay gap? • Bold Politics August 10 2018 by Patrice Lee Onwuka
Ocasio-Cortez Forgets Socialism Didn't Work in South America • Your World with Neil Cavuto August 9 2018 by Patrice Lee Onwuka
Rubio-Wagner family leave bill would draw from Social Security August 7 2018 by Patrice Lee Onwuka
Explaining the Economic Security for New Parents Act • KDKA August 3 2018 by Patrice Lee Onwuka
Rubio's New Paid Leave Bill is Great for Women • Fox & Friends First August 2 2018 by Patrice Lee Onwuka
Bernie Sanders "Medicare for All" plan would be a disaster • Your World with Neil Cavuto July 31 2018 by Patrice Lee Onwuka
How will new GDP numbers influence the midterm elections • Coast to Coast July 30 2018 by Patrice Lee Onwuka
New Bill Aims to Extend Trump Tax Cuts Beyond 2025 • Fox & Friends First July 25 2018 by Patrice Lee Onwuka
Sessions prepares students for diverse opinions at college • Making Money with Charles Payne July 24 2018 by Patrice Lee Onwuka
Student loan debt saddling non-saving Millennials July 24 2018 by Patrice Lee Onwuka
Only 4.9 Percent of People Have Two Jobs • Fox & Friends First July 19 2018 by Patrice Lee Onwuka
Companies thinking about intellectual theft when dealing with China • Coast to Coast July 18 2018 by Patrice Lee Onwuka
Cyber Security Needs to be Taken Seriously During Trump-Putin Summit • FBN am July 16 2018 by Patrice Lee Onwuka
What Do You Think Of Seattle's Plastic Straw Ban? • Bold Life July 6 2018 by Patrice Lee Onwuka
Hopeful About North Korean Cooperation • FBN am July 6 2018 by Patrice Lee Onwuka
#133 Reforms needed for children's television July 2 2018 by Patrice Lee Onwuka
How will Supreme Court nominations effect the primaries? • Coast to Coast June 29 2018 by Patrice Lee Onwuka
Trump is no excuse for intimidation of women June 28 2018 by Patrice Lee Onwuka
Protesters Want Media Attention, Not Policy Change • Your World with Neil Cavuto June 22 2018 by Patrice Lee Onwuka
Immigration bills will be hard to pass, but we can't ignore this issue • FBN AM June 20 2018 by Patrice Lee Onwuka
We should be concerned that foreign agents had access to Hillary's emails • Fox & Friends First June 15 2018 by Patrice Lee Onwuka
Free Trade Without Free Riders • Coast to Coast June 7 2018 by Patrice Lee Onwuka
Democrats Playing Politics in Primaries • Making Money with Charles Payne June 4 2018 by Patrice Lee Onwuka
IWF Statement on New Steel and Aluminum Tariffs May 31 2018 by Patrice Lee Onwuka
Trump had good reason to pull out of meeting with North Korea • Making Money with Charles Payne May 24 2018 by Patrice Lee Onwuka
Should Medical Marijuana Be Allowed in Classrooms? • Fox & Friends First May 21 2018 by Patrice Lee Onwuka
Media Bias After They Refuse to Accept Trump's Corrected Statement • Your World with Neil Cavuto May 17 2018 by Patrice Lee Onwuka
Lower Birth Rates: Student Debt, Societal Change, Technological Advances • The Intelligence Report May 17 2018 by Patrice Lee Onwuka
China's Relationship with North Korea Could Make All The Difference • FBN am May 16 2018 by Patrice Lee Onwuka
#127 Questioning the Status Quo: Black voters don't owe their vote to either party May 14 2018 by Patrice Lee Onwuka
Were there problems with Cohen's payments? • Coast to Coast May 10 2018 by Patrice Lee Onwuka
Removing "In God We Trust" to be Politically Correct • Fox & Friends First May 7 2018 by Patrice Lee Onwuka
Proof Mueller is Fishing for Evidence • FBN am May 7 2018 by Patrice Lee Onwuka
We Want to Ensure a Legitimate and Lawful Immigration Process • FBN am April 26 2018 by Patrice Lee Onwuka
Nancy Pelosi Chokes on "Crumbs" Comment Because It Just Isn't True • Coast to Coast April 25 2018 by Patrice Lee Onwuka
#123 Education Savings Accounts for Military Families Can Make All the Difference April 23 2018 by Patrice Lee Onwuka
Why are so many young adults choosing to stay at home? • BoldTV April 20 2018 by Patrice Lee Onwuka
Gov. Brown is Choosing Sanctuary over Safety • Risk & Reward April 19 2018 by Patrice Lee Onwuka
Comey has made enemies on both sides of the aisle • Risk & Reward April 19 2018 by Patrice Lee Onwuka
Bias training won't do much at Starbucks • Intelligence Report with Trish Reagan April 19 2018 by Patrice Lee Onwuka
Tax Cuts Will Play Major Role in Midterms • Coast to Coast April 5 2018 by Patrice Lee Onwuka
New Survey: What would Americans do for a 10% raise? • Fox & Friends First April 5 2018 by Patrice Lee Onwuka
Trump to rescind spending with a maneuver Clinton used nearly 20 years ago • FBN:am April 5 2018 by Patrice Lee Onwuka
Citizenship Question MUST be Answered Truthfully • Cavuto Live April 2 2018 by Patrice Lee Onwuka
#118 New Amendment Provides Protection Against the Discrimination of Pregnant Women April 2 2018 by Patrice Lee Onwuka
On the New Spending Bill: Entitlements Drive the National Debt • Risk & Reward March 23 2018 by Patrice Lee Onwuka
Regulations will Hinder Innovation on Social Media • Risk & Reward March 23 2018 by Patrice Lee Onwuka
White House Millennials Conference to Address Economy, Free Speech, and Opioids March 18 2018 by Patrice Lee Onwuka
In the #MeToo era, young conservative women look for their spot March 16 2018 by Patrice Lee Onwuka
Shake Ups in White House Happening for a Reason • FBN AM March 15 2018 by Patrice Lee Onwuka
Dems Will Not Continue to Embrace Middle America • Coast to Coast March 14 2018 by Patrice Lee Onwuka
We Don't Want to Abandon Free Trade • Cavuto Live March 10 2018 by Patrice Lee Onwuka
GOP takes on paid family leave March 10 2018 by Patrice Lee Onwuka
Issues in California are a Classic Case of Federalism • Risk & Reward March 9 2018 by Patrice Lee Onwuka
A Trade War is Going to Undermine Current Economic Progress • Coast to Coast March 5 2018 by Patrice Lee Onwuka
#113 What You Don't Know About Immigrants: A real immigrant's story March 2 2018 by Patrice Lee Onwuka
A conservative solution to paid leave • The National Discourse Podcast February 27 2018 by Patrice Lee Onwuka
CNN Pushes Agenda at Townhall • Risk & Reward February 23 2018 by Patrice Lee Onwuka
Americans Recognize the 2nd Amendment is Important to Protect • Coast to Coast February 20 2018 by Patrice Lee Onwuka
Republicans Produced Plan, Waiting for Action Across the Aisle • FBN AM February 13 2018 by Patrice Lee Onwuka
#MeToo and Working Women • PBS To The Contrary February 10 2018 by Patrice Lee Onwuka
Fundamentals of Our Economy Are Strong • Coast to Coast February 8 2018 by Patrice Lee Onwuka
Republicans Tired of Partisan Bickering • Coast to Coast January 31 2018 by Patrice Lee Onwuka
Unions Losing Battle Against Inevitable Future • The Intelligence Report January 25 2018 by Patrice Lee Onwuka
Did Schumer Cave on Gov Shut Down? • FBN am January 23 2018 by Patrice Lee Onwuka
Dems ‘Big Risk’ Not Worth It • Your World January 22 2018 by Patrice Lee Onwuka
Media Attacks Trump's Doctor • Risk & Reward January 19 2018 by Patrice Lee Onwuka
The Left Criticizing Tax Plan and Immigration • Risk & Reward January 12 2018 by Patrice Lee Onwuka
Concerns on Trade with China • Coast to Coast January 10 2018 by Patrice Lee Onwuka
Weighing in on Trump vs. Bannon • FBN AM January 5 2018 by Patrice Lee Onwuka
U.N. Funding Cut Good for Women • Forbes on Fox December 29 2017 by Patrice Lee Onwuka
Next Moves for the GOP • Coast to Coast December 26 2017 by Patrice Lee Onwuka
Saving Money After the Holidays • Fox & Friends First December 26 2017 by Patrice Lee Onwuka
Senate Passes Tax Bill • FBN AM December 20 2017 by Patrice Lee Onwuka
Are Black Women Leaving The Democratic Party to Become Independents? December 19 2017 by Patrice Lee Onwuka
Final GOP Tax Bill • Risk & Reward December 15 2017 by Patrice Lee Onwuka
Statement: Unnecessary internet regulation no more, FCC right to overturn net neutrality rules December 14 2017 by Patrice Lee Onwuka
Calls for Conyers to Resign • Risk & Reward Pt. 2 December 1 2017 by Patrice Lee Onwuka
Steinle's Killer Acquitted • Risk & Reward Pt. 1 December 1 2017 by Patrice Lee Onwuka
FCC Net Neutrality Vote Looms: How could things change? • The Big Picture December 1 2017 by Patrice Lee Onwuka
Time for Transparency: Taxpayer dollars used to protect Congressional misbehavior • Coast to Coast November 30 2017 by Patrice Lee Onwuka
More Bang for Your Buck • Fox & Friends First November 30 2017 by Patrice Lee Onwuka
Are some Dems willing to sacrifice protections for women to hold onto power? • Intelligence Report November 28 2017 by Patrice Lee Onwuka
Federal Judge blocks Trump's EO on Sanctuary Cities: Is Trump at a disadvantage? • Bulls & Bears November 25 2017 by Patrice Lee Onwuka
Has NFL commissioner lost control of the hemorrhaging league? • Bulls & Bears November 25 2017 by Patrice Lee Onwuka
Black Friday protests dwindle exposing this uncomfortable truth • Bulls & Bears November 25 2017 by Patrice Lee Onwuka
Sexual harassment is wrong no matter when it occurred and by whom • Varney & Co. November 24 2017 by Patrice Lee Onwuka
Bernie Sanders Blatantly Gives Bill Clinton, Al Franken a Pass on Sexual Harassment November 20 2017 by Patrice Lee Onwuka
There's Nothing Glamorous about “Auntie" Maxine Waters & Her “Impeach Him!” Chant November 17 2017 by Patrice Lee Onwuka
Twitter cracking down on Verified accounts • Fox & Friends First November 17 2017 by Patrice Lee Onwuka
'Saturday Night Live' says DNC is old and out of touch • Risk & Reward November 13 2017 by Patrice Lee Onwuka
Tax reform push: Will there be compromise? • FBN:AM November 13 2017 by Patrice Lee Onwuka
Are tech companies truly neutral platforms or do they reflect bias? • Fox & Friends First November 3 2017 by Patrice Lee Onwuka
Statement: GOP Tax Bill is a Win for Women November 2 2017 by Patrice Lee Onwuka
CNBC Slams DNC Chair Tom Perez, 'Get Off The Talking Points' On GOP Tax Plan November 2 2017 by Patrice Lee Onwuka
We cannot choose our history but we can choose not to repeat it • Risk & Reward October 31 2017 by Patrice Lee Onwuka
We're seeing the waning days of the NFL protests • Risk & Reward October 31 2017 by Patrice Lee Onwuka
This tax reform plan will help all workers • FBN:AM October 30 2017 by Patrice Lee Onwuka
West Wing Reads for 10/30/17 October 30 2017 by Patrice Lee Onwuka
Will any democrats get on board with tax reform? • FBN AM October 26 2017 by Patrice Lee Onwuka
What role is Bannon playing outside of the White House? • MSNBC Live October 23 2017 by Patrice Lee Onwuka
Podcast #98 Why sexual assault statistics on college campuses are misleading October 19 2017 by Patrice Lee Onwuka
Will new Trump/McConnell bromance last to get agenda through? • FBN AM October 17 2017 by Patrice Lee Onwuka
Hillary caring about "women's issues" a sham? • The Intelligence Report October 16 2017 by Patrice Lee Onwuka
More sexual harrassment allegations come out in Hollywood • Risk & Reward October 13 2017 by Patrice Lee Onwuka
Wait–Are Black Women Leaving The Democratic Party? October 11 2017 by Patrice Lee Onwuka
Eminem bashes Trump in new music video, but does it matter? • Coast To Coast October 11 2017 by Patrice Lee Onwuka
Statement: Abandoning The Clean Power Plan: A Destructive Regulatory Package October 10 2017 by Patrice Lee Onwuka
These four GOP Senators won't vote for Graham-Cassidy • FBN AM September 26 2017 by Patrice Lee Onwuka
These celebrities are joining in on the NFL anthem protests... • Risk & Reward September 26 2017 by Patrice Lee Onwuka
This sport is standing up for the National Anthem... • Risk & Reward September 25 2017 by Patrice Lee Onwuka
Does Graham-Cassidy healthcare bill have a chance? • FBN AM September 21 2017 by Patrice Lee Onwuka
Emmy's and NFL in ratings slide due to politics • Risk & Reward September 19 2017 by Patrice Lee Onwuka
A new left-wing strategy against Trump September 18 2017 by Patrice Lee Onwuka
Can Trump pull bi-partisan support for tax reform? • FBN AM September 13 2017 by Patrice Lee Onwuka
Is there an opportunity for bi-partisanship with recent devastations? • Coast To Coast September 11 2017 by Patrice Lee Onwuka
White House shake up doesn't mean the agenda stops • Risk & Reward August 18 2017 by Patrice Lee Onwuka
Let's consider moving Confederate monuments to museums • FBN AM August 17 2017 by Patrice Lee Onwuka
Trump holds Congress' feet to the fire on health care • Coast To Coast August 11 2017 by Patrice Lee Onwuka
Why diversity quotas may not be a good thing for companies • Intelligence Report August 7 2017 by Patrice Lee Onwuka
Left trying to label 'Death Wish' alt-right • Risk & Reward August 7 2017 by Patrice Lee Onwuka
Podcast #90: How the Internet is Giving Women Back Their Time August 2 2017 by Patrice Lee Onwuka
Will those who voted against repeal face tough constituent questions? • FBN AM July 28 2017 by Patrice Lee Onwuka
Brave move by John McCain with healthcare vote? • FBN AM July 28 2017 by Patrice Lee Onwuka
Jeff Sessions is yet another distraction from Trump agenda • Your World July 27 2017 by Patrice Lee Onwuka
Is getting a better education for your children racist? • Risk & Reward July 24 2017 by Patrice Lee Onwuka
Why democrats have failed to come up with plan to make Obamacare better • FBN AM July 20 2017 by Patrice Lee Onwuka
Should Congress forget healthcare repeal and move onto tax reform? • The Intelligence Report July 18 2017 by Patrice Lee Onwuka
Will Congress work through August recess? • Coast To Coast July 11 2017 by Patrice Lee Onwuka
Was it wrong for Ivanka to sit in at the G20? • Your World July 10 2017 by Patrice Lee Onwuka
Would media act differently if it was Chelsea Clinton at the G20? • Risk & Reward July 10 2017 by Patrice Lee Onwuka
Is the Trump administration good for the economy? • Fox 5 DC July 7 2017 by Patrice Lee Onwuka
Is Trump's agenda back on track? • FBN AM June 29 2017 by Patrice Lee Onwuka
Will the healthcare bill pass before July 4 recess? • FBN AM June 29 2017 by Patrice Lee Onwuka
People would be better served if we had a real healthcare market place • Risk & Reward June 27 2017 by Patrice Lee Onwuka
Black women work hard but can’t get ahead. This expert says conservatives have the solution. June 19 2017 by Patrice Lee Onwuka
Is Trump hurting himself when he tweets? • Coast To Coast June 7 2017 by Patrice Lee Onwuka
This is why you shouldn't jump on Larry Hogan for vetoing paid sick leave bill • Larry O'Connor Show May 26 2017 by Patrice Lee Onwuka
How much damage has been done to the Trump administration by the media? • FBN AM May 24 2017 by Patrice Lee Onwuka
Miss USA Slammed For Saying Healthcare Is A Privilege Rather Than A Right • Marc Cox May 16 2017 by Patrice Lee Onwuka
One Black Conservative Made It On Liberal List Of Beautiful Black Women April 25 2017 by Patrice Lee Onwuka
Essence’s “100 Woke Women” List: Where Are All The Conservatives? April 20 2017 by Patrice Lee Onwuka
Do Voters Actually Care About Trump's Tax Returns? • Coast To Coast April 17 2017 by Patrice Lee Onwuka
PBS teaching ISIS sympathy • Risk & Reward April 14 2017 by Patrice Lee Onwuka
Ivanka Trump Accepts Role as White House Advisor • Coast to Coast March 30 2017 by Patrice Lee Onwuka
Ryan Pulls Healthcare Bill Before Vote • MSNBC Live March 28 2017 by Patrice Lee Onwuka
Debate over Cost of Healthcare Overhaul ahead of CBO Score • Coast to Coast March 14 2017 by Patrice Lee Onwuka
A Day without a Woman • Making Money March 9 2017 by Patrice Lee Onwuka
Any Momentum Left from President Trump's Address? • MSNBC Live March 5 2017 by Patrice Lee Onwuka
Political double-speak: Who's line is it? • Risk & Reward February 23 2017 by Patrice Lee Onwuka
CNN may suffer from ‘PESD’ post-election stress disorder • Risk & Reward February 23 2017 by Patrice Lee Onwuka
WWE's Linda McMahon Confirmed To Head The Small Business Administration • Steve Gruber February 17 2017 by Patrice Lee Onwuka
Vice President Pence addressing right-to-life marchers in D.C. • Coast to Coast January 27 2017 by Patrice Lee Onwuka
Raising Minimum Wage 'Not Worth It' January 23 2017 by Patrice Lee Onwuka
Have Race Relations Improved Under Obama Presidency? • Tipping Point January 14 2017 by Patrice Lee Onwuka
If Republicans rush to repeal ObamaCare without a strategy to provide immediate relief to its victims, the ongoing collapse of insurance markets will continue • Coast To Coast January 9 2017 by Patrice Lee Onwuka
Sanctions A Political Move By Obama? • Risk & Reward December 30 2016 by Patrice Lee Onwuka
Be Careful Jumping On Consensus Bandwagon • Coast To Coast December 23 2016 by Patrice Lee Onwuka
Irony: Conway Facing Work-Life-Balance Criticism From Left After Accepting Position • Your World December 22 2016 by Patrice Lee Onwuka
Are Election Results Everyone's Fault But Democrats? • Coast To Coast December 9 2016 by Patrice Lee Onwuka
Controversy Over Trump's Stocks-But Do Americans Care? • Your World December 7 2016 by Patrice Lee Onwuka
Oprah's Message Of Hope Triggers The Left • Garrison November 17 2016 by Patrice Lee Onwuka
Is There A Double Standard With Protests Around Country? • Coast To Coast November 14 2016 by Patrice Lee Onwuka
AirBnB's Growing List Of Enemies + Halloween's Cultural Appropriation Police • Garrison October 20 2016 by Patrice Lee Onwuka
Forging a Generation of Opportunity October 20 2016 by Patrice Lee Onwuka
Political Correctness Plagues Halloween • Tipping Point October 18 2016 by Patrice Lee Onwuka
Democrats Relationship With Media In Question After Wikileaks Dump • Coast To Coast October 14 2016 by Patrice Lee Onwuka
Is IQ or EQ More Important In The Presidential Debates? • Your World September 20 2016 by Patrice Lee Onwuka
Are Self-Driving Cars A Good Idea + AirBnB Doesn't Drive Rent Higher • Garrison September 15 2016 by Patrice Lee Onwuka
Podcast #51 College Students: Don't Major In Debt! September 15 2016 by Patrice Lee Onwuka
Mylan's EpiPen Monopoly Created By Big Government • Tipping Point September 13 2016 by Patrice Lee Onwuka
Will Hillary Send More Troops Back Into Middle East? • Risk & Reward September 9 2016 by Patrice Lee Onwuka
Ad Spoofs 9/11 Attack • Risk & Reward September 9 2016 by Patrice Lee Onwuka
Mylan & Big Government On Hook For Rising EpiPen Costs • Your World September 2 2016 by Patrice Lee Onwuka
Did Kaepernick Right His Protest By Kneeling During Anthem? • Risk & Reward September 2 2016 by Patrice Lee Onwuka
Georgetown Offers Preferential Admission Status To Descendants Of Slaves • Risk & Reward September 1 2016 by Patrice Lee Onwuka
Labor Force Participation Rate Reaches 38 Year Low • Tipping Point August 5 2016 by Patrice Lee Onwuka
Can Trump Recover From His Comments About Slain Soldier's Parents? • Risk & Reward August 1 2016 by Patrice Lee Onwuka
Can Trump Close The Gap With Minorities? • Tipping Point June 10 2016 by Patrice Lee Onwuka
Should Salaries Be Transparent? • PBS Point Taken May 3 2016 by Patrice Lee Onwuka
Staying Too Long? Life Expectancy; Girls & Sex • To The Contrary April 23 2016 by Patrice Lee Onwuka
Equal Pay Day & Women in the Workplace • PBS To The Contrary April 16 2016 by Patrice Lee Onwuka
The Liberty Vote & How Government Hurts Opportunity • Stossel March 12 2016 by Patrice Lee Onwuka
Goods Marketed To Women Cost More Than Identical Items For Men • After The Bell December 23 2015 by Patrice Lee Onwuka
Feds know best ... even with cosmetics December 4 2015 by Patrice Lee Onwuka
Social Security disability fund gets dealt another blow November 17 2015 by Patrice Lee Onwuka
Gravity CEO Defends $70,000 Minimum Salary, Says it was the Right Decision August 11 2015 by Patrice Lee Onwuka
Baltimore Mom Toya Graham, Carly Fiorina, Salma Hayek • To The Contrary May 2 2015 by Patrice Lee Onwuka
When did a 'blue-collar' job become a bad thing? May 1 2015 by Patrice Lee Onwuka
End of women's colleges?/Women's Mosque of America • To the Contrary March 28 2015 by Patrice Lee Onwuka
The [Un]Affordable Care Act/TurboTax data breach • WIBC Garrison February 19 2015 by Patrice Lee Onwuka
Women in STEM, Women CEOS, Hate Crimes on Rise? • To The Contrary February 14 2015 by Patrice Lee Onwuka
Generation Left Behind: Millennial's pummeling financial situation• WIBC Garrison December 18 2014 by Patrice Lee Onwuka
Women & Midterm Elections; Female Marines; Lean Together • PBS To The Contrary October 31 2014 by Patrice Lee Onwuka
Women CEOs; Egg Freezing; Male Survivors of Sexual Assault • PBS To The Contrary October 18 2014 by Patrice Lee Onwuka
Patronizing? WH uses Emojis to make its economic case to Gen Y • The Rick Amato Show October 13 2014 by Patrice Lee Onwuka
Zero Common Sense: America's feverish culture of alarmism • Stossel October 2 2014 by Patrice Lee Onwuka
NFL Abuse Scandals; Hillary Clinton & Economy • PBS To The Contrary September 19 2014 by Patrice Lee Onwuka
Border Crisis: Cleaning up unintended consequences from bad policy • PBS To The Contrary July 13 2014 by Patrice Lee Onwuka
Should there be achievement benchmarks before teachers get tenure? • The Rick Amato Show June 16 2014 by Patrice Lee Onwuka
For ObamaCare to be fiscally solvent 40% of enrollees must be under 35 • Rick Amato Show April 22 2014 by Patrice Lee Onwuka
Tax Freedom Day: Stop working for Uncle Sam and start working for ourselves • 1310 KFKA AM Colorado April 21 2014 by Patrice Lee Onwuka
How are young Americans reacting to ObamaCare? • CBN Newswatch March 27 2014 by Patrice Lee Onwuka
March Madness: A desperate and expensive attempt to sell ObamaCare • The Rick Amato Show March 18 2014 by Patrice Lee Onwuka
Reports show ObamaCare tax on medical devices resulting in the loss of about thousands of jobs • AM Colorado February 24 2014 by Patrice Lee Onwuka
Lax hiring practices of ObamaCare navigators • Conservative Commandos Radio Show February 13 2014 by Patrice Lee Onwuka
Lee • Convicted Felons Hired to Administer ObamaCare & Personal Info • Rick Amato Show (02.04.14) February 4 2014 by Patrice Lee Onwuka
Lee • What to expect from Obama's 5th State of the Union • Arise Xchange (01.28.14) January 28 2014 by Patrice Lee Onwuka
Lee • Who are the ObamaCare Orphans? ACA Olympics ad blitz costs what? • AM Colorado (01.13.14) January 13 2014 by Patrice Lee Onwuka
Debra Messing, leave black Trump supporters alone September 12 2019 by Patrice Lee Onwuka
Kamala Harris Misleads Black Women on Faux Equal Pay Holiday August 26 2019 by Patrice Lee Onwuka
On Black Women’s Equal Pay Day, we don’t have to be victims August 22 2019 by Patrice Lee Onwuka
Why didn't any Democratic candidates tell the truth about the gender pay gap? August 5 2019 by Patrice Lee Onwuka
A $15 Minimum Wage Would Put More Than A Million Out Of Work — And Tlaib Wants To Hit Even More July 24 2019 by Patrice Lee Onwuka
Let Women Entrepreneurs Be Their Own Bosses July 15 2019 by Patrice Lee Onwuka
Polling Shows Fewer People Are Proud to Be American, but We All Should Be July 4 2019 by Patrice Lee Onwuka
Forget Free College, Let’s Talk About Apprenticeships June 26 2019 by Patrice Lee Onwuka
Trump Delivers Second Chances for Black Inmates Re-entering Society June 14 2019 by Patrice Lee Onwuka
Kamala Harris Plan to 'Fix' the Wage Gap is Sure to Undermine Working Women May 28 2019 by Patrice Lee Onwuka
Millennials like me waited to start families. Paid leave will let me spend time with them. May 26 2019 by Patrice Lee Onwuka
This is a great time to be a working mother May 12 2019 by Patrice Lee Onwuka
Black Americans don't need reparations, we need jobs April 10 2019 by Patrice Lee Onwuka
New Parents Act an Innovative, Conservative Paid Parental Leave Plan March 29 2019 by Patrice Lee Onwuka
For Women's History Month, celebrate the conservative women that the media ignore March 26 2019 by Patrice Lee Onwuka
How parental leave aids families March 12 2019 by Patrice Lee Onwuka
Jussie Smollett Isn't Biggest Setback for Blacks, Ignoring Progress Is March 1 2019 by Patrice Lee Onwuka
The tax cuts didn't steal your tax refund February 28 2019 by Patrice Lee Onwuka
Women's March Has Inclusivity Problem and It's Not Just Anti-Semitism January 17 2019 by Patrice Lee Onwuka
Women need criminal justice reform November 26 2018 by Patrice Lee Onwuka
Post-Election Analysis: In Congress, It’s New Gridlock, Same Old Divisions November 13 2018 by Patrice Lee Onwuka
Blacks Reject Left's Regressive Agenda, Choose Trump's Confidence October 30 2018 by Patrice Lee Onwuka
Debt shouldn't hold back Stacey Abrams, but her victimhood mentality might October 29 2018 by Patrice Lee Onwuka
Elizabeth Warren is the problem with the diversity victimhood mentality October 17 2018 by Patrice Lee Onwuka
Don't underestimate Kanye (and Trump) – Rapper could successfully deliver for forgotten black communities October 11 2018 by Patrice Lee Onwuka
I Support Survivors and Stand With Kavanaugh October 5 2018 by Patrice Lee Onwuka
SNAP reforms in the farm bill can improve lives for Americans September 5 2018 by Patrice Lee Onwuka
Why Omarosa’s antics will fail to undermine Trump’s progress for black Americans August 20 2018 by Patrice Lee Onwuka
Playing Victim Card Won't Win at Empowering Black Women August 7 2018 by Patrice Lee Onwuka
Marco Rubio's paid leave plan would help black moms August 2 2018 by Patrice Lee Onwuka
Don't Match Maxine Waters' Incivility With Disrespect July 13 2018 by Patrice Lee Onwuka
Brett Kavanaugh's Supreme Court nomination offers a chance to fight sexism against all women July 12 2018 by Patrice Lee Onwuka
Why women on the Left are not marching for all separated kids July 3 2018 by Patrice Lee Onwuka
In the era of streaming shows, kids' TV regulations are stuck in the 1990s June 23 2018 by Patrice Lee Onwuka
Juneteenth Is Over but Progress for Blacks Must Grow June 21 2018 by Patrice Lee Onwuka
Starbucks' anti-bias training may serve up more harm than good June 2 2018 by Patrice Lee Onwuka
Anti-Bias Training Won't Help Starbucks May 29 2018 by Patrice Lee Onwuka
Michelle Obama's myopic view of women is what's wrong with feminism May 7 2018 by Patrice Lee Onwuka
Blacks Owe No Allegiance to the Left April 30 2018 by Patrice Lee Onwuka
Gender and race shouldn't define your politics April 30 2018 by Patrice Lee Onwuka
'Diamond & Silk' offer chance for bipartisan push back on social media censorship April 14 2018 by Patrice Lee Onwuka
A Real Free Market Might Save Cab Drivers From Financial Ruin April 4 2018 by Patrice Lee Onwuka
It's past time for the mainstream media to add opposing voices April 4 2018 by Patrice Lee Onwuka
Hillary Clinton’s sorry apology is why she’s no champion for women March 22 2018 by Patrice Lee Onwuka
Increased Competition Best Treatment For High Prescription Drugs Costs March 21 2018 by Patrice Lee Onwuka
‘Black Panther’ Exposes Immigrant Resentment in the Black Community March 15 2018 by Patrice Lee Onwuka
An immigrant's request: Keep these things in mind when debating immigration reform February 14 2018 by Patrice Lee Onwuka
When Did Joblessness Stop Mattering to Black Leaders? February 7 2018 by Patrice Lee Onwuka
The Grammys' #MeToo moment signals a dangerous direction for the movement January 30 2018 by Patrice Lee Onwuka
Black Americans' Record Employment, Tax Cuts and More January 9 2018 by Patrice Lee Onwuka
Hollywood's #TimesUp movement has been compromised by progressives January 9 2018 by Patrice Lee Onwuka
When States Hike the Minimum Wage, Women Lose Jobs December 22 2017 by Patrice Lee Onwuka
Women Can Get Excited About Tax Reform. Here’s Why! December 21 2017 by Patrice Lee Onwuka
Black Lives Matter Boycott Will Hurt Those It Claims to Help December 11 2017 by Patrice Lee Onwuka
Don't shed any tears for John Conyers December 5 2017 by Patrice Lee Onwuka
Richard Cordray's departure should end the campaign against payday loans November 20 2017 by Patrice Lee Onwuka
I Am Thankful for How Tax Reform Makes the American Dream Possible November 19 2017 by Patrice Lee Onwuka
Democratic women in the Senate were all for these tax reform principles until Trump proposed them October 30 2017 by Patrice Lee Onwuka
Trump Tax Cuts Will Help Black-Owned Businesses Thrive October 27 2017 by Patrice Lee Onwuka
Give Christopher Columbus a break October 9 2017 by Patrice Lee Onwuka
Black Women Leaving the Democratic Party, Cracking the Base September 27 2017 by Patrice Lee Onwuka
Betsy DeVos Stands for the Rights of Victims September 13 2017 by Patrice Lee Onwuka
NFL protests need to take a knee September 8 2017 by Patrice Lee Onwuka
Economic Agenda Will Do More for Black People Than Statue Removal August 28 2017 by Patrice Lee Onwuka
Government Can Hate A Name, But Still Must Respect It August 14 2017 by Patrice Lee Onwuka
The Google Diversity Memo Should Start the Conversation — Not End It August 8 2017 by Patrice Lee Onwuka
Entrepreneurship Is the Real Black Girl Magic August 7 2017 by Patrice Lee Onwuka
Serena Williams Swings But Misses With Black Women’s Equal Pay Day August 4 2017 by Patrice Lee Onwuka
New York's crackdown on dog-walking licenses is only hurting low-income workers July 21 2017 by Patrice Lee Onwuka
Business should back Larry Hogan's veto of paid sick leave July 18 2017 by Patrice Lee Onwuka
Dispelling the White House pay gap myth July 10 2017 by Patrice Lee Onwuka
Maybe it's time for the White House Office of Girls and Women to go July 4 2017 by Patrice Lee Onwuka
Why UK millennials voting for socialism could happen here, too June 27 2017 by Patrice Lee Onwuka
Dear Internet: Don’t Carry The ‘F**k You 2016’ Movement Into 2017 [VIDEO] December 31 2016 by Patrice Lee Onwuka
How To Win The 'War On Christmas' On Campus December 26 2016 by Patrice Lee Onwuka
The Scariest Part Of Halloween Is The Cultural Appropriation Police October 13 2016 by Patrice Lee Onwuka
Don't Major In DEBT September 12 2016 by Patrice Lee Onwuka
It's Time For Social Security Reform July 26 2016 by Patrice Lee Onwuka
Congratulations Class of 2016, You Majored in Debt May 13 2016 by Patrice Lee Onwuka
Should Over-the-Top College Acceptance Letters Woo Students? March 29 2016 by Patrice Lee Onwuka
Why Are So Many Working Americans Still Dependent on Food Stamps? March 17 2016 by Patrice Lee Onwuka
Nursing Needs More Competition March 14 2016 by Patrice Lee Onwuka
Reese Witherspoon’s Oscar-Worthy Truth For Young Women February 27 2016 by Patrice Lee Onwuka
Takeaways: Overtime Pay June 4 2019 by Patrice Lee Onwuka
Policy Focus: Overtime Pay May 30 2019 by Patrice Lee Onwuka
Takeaways: Welfare Reform 2.0 September 7 2018 by Patrice Lee Onwuka
Policy Focus: Welfare Reform 2.0 August 13 2018 by Patrice Lee Onwuka
Takeaways: What Drives the Wage Gap? April 5 2018 by Patrice Lee Onwuka
Takeaways: Why Requiring Work & Community Engagement is Good for Medicaid and the Poor January 29 2018 by Patrice Lee Onwuka
Takeaways: How Tax Reform Will Help Americans December 18 2017 by Patrice Lee Onwuka
Fact Sheet: Tax Reform is a Women's Issue September 15 2017 by Patrice Lee Onwuka
Policy Focus: Your Ideas, Your Rights - Intellectual Property in the 21st Century June 25 2017 by Patrice Lee Onwuka