Keras Bert Embedding

However, if multiple-GPU training is not a desirable behavior. 33% Twitter API Live streaming data VaderSentiment Bert Embedding Customer Issue Content (CSV file, 3 labels. You have a corpus of text and you want to train a word embedding based on this corpus? You can use gensim, you can use a tensorflow model, or use keras, there are really many ways to do it. 0, and present some new modules added to tfhub. Then I realize they seem to do the. We will need to use the same mappings from wordpiece to index, which is handled by the PretrainedBertIndexer. Hence, I am adding it to the end of the sentence after padding/truncating to be compatible with BERT’s requirement. The latest Tweets from Python Trending (@pythontrending). Text generator based on LSTM model with pre-trained Word2Vec embeddings in Keras - pretrained_word2vec_lstm_gen. 2017/06/21にリリースされた gensim 2. This implementation is the same as BertModel with a tiny embeddings tweak as well as a setup for Roberta pretrained models. al, 2015) is a new twist on word2vec that lets you learn more interesting, detailed and context-sensitive word vectors. What Are Word Embeddings? A word embedding is a learned representation for text where words that have the same meaning have a similar representation. 04805 (2018). BERT even has a special [CLS] token whose output embedding is used for classification tasks, but still turns out to be a poor. BERT是截至2018年10月的最新state of the art模型,通过预训练和精调横扫了11项NLP任务,这首先就是最大的优点了。而且它还用的是Transformer,也就是相对rnn更加高效、能捕捉更长距离的依赖。对比起之前的预训练模型,它捕捉到的是真正意义上的bidirectional context信息。. The latest Tweets from SerMakarevich (@sermakarevich). Normally, BERT represents a general language modeling which supports transfer learning and fine-tuning on specific tasks, however, in this post we will only touch the feature extraction side of BERT by just obtaining ELMo-like word embeddings from it, using Keras and TensorFlow. The benchmark combines Keras and PyTorch and unifies them into a single framework so that we can see the comparison between the two frameworks and know what frameworks are used for different models. AI 开发者按,本文的作者是数据科学家 Maël Fabien。在过去的几个月里,他在个人博客上写了 100 多篇文章。这个内容量相当可观。他突然想到一个. ), different word embedding models and transfer learning. import pandas as pd import numpy as np import xgboost as xgb from tqdm import tqdm from sklearn. embedding = nn. Transformer implemented in Keras. The embeddings itself are wrapped into our simple embedding interface so that they can be used like any other embedding. Users who have contributed to this file. Kerasメモ(seq2seqで足し算) - ichou1のブログ. The embeddings itself are wrapped into our simple embedding interface so that they can be used like any other embedding. We host Wikipedia, the free online encyclopedia, created, edited, and verified by volunteers around the world, as well as many other vital community projects. Transfer Learning became popular in the field of NLP thanks to the state-of-the-art performance of different algorithms like ULMFiT, Skip-Gram, Elmo, BERT etc. function decorator) and TF 1. Implementation of BERT that could load official pre-trained models for feature extraction and prediction - CyberZHG/keras-bert. Interwebs. Kerasでは様々なレイヤーが事前定義されており、それらをレゴブロックのように組み合わせてモデルを作成していきます。 たとえば、EmbeddingやConvolution, LSTMといったレイヤーが事前定義されています。 通常は、これらの事前定義された便利なレイヤーを使…. The Elmo/BERT model can be used for unsupervised learning and can be trained on custom datasets as well by creating a custom layer in Keras. in Terminal (Linux, Mac OS), run: python3 -m pip install keras-bert. In addition, Bert pre-training data is very large. Conventional Machine Learning. Simple BERT using TensorFlow 2. We make our state-of-the-art NLP framework – called Flair – openly available. Sometimes, however, it's nice to fire up Keras and quickly prototype a model. keras-bert / keras_bert / layers / embedding. ELMo embeddings are learned from the internal state of a bidirectional LSTM. 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. The Keras model and Pytorch model performed similarly with Pytorch model beating the keras model by a small margin. deepnlp Deep Learning NLP Pipeline implemented on Tensorflow BERT-BiLSTM-CRF-NER Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning. 0 is and discuss how to get started building models from scratch using TensorFlow 2. 0, and present some new. Tip: you can also follow us on Twitter. encode() and transformers. It features NER, POS tagging, dependency parsing, word vectors and more. clean dataset reader for multiple NLP tasks and multiple frameworks. 0-beta4 Highlights - 1. For us, this means that importing that same python library with reticulate will allow us to build a popular state-of-the-art model within R. Auto-Keras: An Efficient Neural Architecture Search System uses Bayesian Optimization to find the most efficient Dense Keras network for your application. Both image and word embeddings are just vector representations where the dimensons of the vector is much lesser than the dimensions of the input space (e. BERT is the first unsupervised, deeply bidirectional system for pretraining NLP models. 0 Keras implementation of google-research/bert with support for loading of the original pre-trained weights, and producing activations numerically identical to the one calculated by the original model. My understanding is that as I have taken an input tensor but the bert_embedding function uses the string directly, there is a type mismatch. Keras BERT [中文|English] Implementation of the BERT. "Bert: Pre-training of deep bidirectional transformers for language understanding. lut (x) * math. Word embedding is a pre-trained language representation model where the objective function it is used the Keras's Embedding ( https://keras. BERT-keras Keras implementation of Google BERT(Bidirectional Encoder Representations from Transformers) and OpenAI's Transformer LM capable of loading pretrained models with a finetuning API. Among the functionality covered were features around Entity Recognition from text and Entity Disambiguation (from structured data as well as text), the use of different embedding technology (1-hot, 2-hot, BERT, etc), and the use of different technologies such as Random Forests and SVM for entity and document classification, BiLSTM and CRF for. Embedding Layer. Word2vec is similar to an autoencoder, encoding each word in a vector, but rather than training against the input words through reconstruction, as a restricted Boltzmann machine does, word2vec trains words against other words that neighbor. These models generate contextual embeddings of input tokens (commonly sub-word units), each infused with information of its neighborhood, but are not aimed at generating a rich embedding space for input sequences. In this example we'll use Keras to generate word embeddings for the Amazon Fine Foods Reviews dataset. When classification is the larger objective, there is no need to build a BoW sentence/document vector from the BERT embeddings. The layer generates the weights. but google is going to release their weights in a day, so you can see this library (assuming we can import tf weights into our model) as 1. 2つの論文の内容が結びつかないので、ソースを追ってみると、RandomUniform(一様分布に従う乱数)で初期化されるTrainableなWeight Matrixだった。. The copy mechanism is an additional layer applied during decoding that decides whether it is better to generate the next word from the source sentence or from the general embedding vocabulary. This repo contains a TensorFlow 2. However, when we try to use the Keras-Bert as a sub-model in our embedding models, we found the following two problems. The Keras deep learning library provides some basic tools to help you prepare your text data. Official pre-trained models could be loaded for feature extraction and prediction. Usually, when I have implemented a text classifier before, as a first step I’ve trained an embedding algorithm with a corpus (w2v, ft, glove… whatever), then insert it to the keras embedding layer passing the weights matrix as an input argument, and turning the trainable parameter to False, in order to leave embedding weights as they were learned by the native algorithm. But with ELMO and BERT I'm under the impression that the model that learns the embeddings is used as a part of the classification task itself due to how often people mention just "fine tuning. js and Ruby on Rails, GitHub is also becoming a place for developers to collaborate on scientific software, including projects that analyze DNA and find planets. Embedding Dropout The authors employ Embedding Dropout which was first introduced in the paper - A Theoretically Grounded Application of Dropout in Recurrent Neural Networks. In a character embedding model, the vector for a word is constructed from the character n grams that compose it. param use_task_embed: Whether to. 2つの論文の内容が結びつかないので、ソースを追ってみると、RandomUniform(一様分布に従う乱数)で初期化されるTrainableなWeight Matrixだった。. Keras makes it easy to use word embeddings. Keras is a Python library for deep learning that wraps the efficient numerical libraries Theano and TensorFlow. ), different word embedding models and transfer learning. Load Official Pre-trained Models; Tokenizer; Train & Use; Use Warmup; Download Pretrained Checkpoints; Extract Features; Use Adapter; External Links. kerasで書き直してGoogle Colabの無料で使えるTPU上で学習させた。 デモとして「Wikipedia日英京都関連文書対訳コーパス」を使って英→日翻訳を学習。 (入力・出力それぞれ)1024トークンx8を1バッチとしたものを8TPUで処理できることを. 2003年出品,陈年技术,馥郁芳香。word embedding其实就是NLP里的早期预训练技术。当然也不能说word embedding不成功,一般加到下游任务里,都能有1到2个点的性能提升,只是没有那么耀眼的成功而已。 没听过?那下面就把这段陈年老账讲给你听听。 Word Embedding考古史. 0 usage of the BERT embedding model. Mecabで分かち書きしたテキストを適当な配列に変換すればOK 配列変換はTokenizerという便利なクラスがKerasで用意してくれてるので、これを使う。 コードは下記の通り。 ほぼほぼ参考元と同じなので、自身の価値出して. You open Google and search for a news article on the ongoing Champions trophy and get hundreds of search results in return about it. model is not None, 'Cannot assign weights, apply build() before trying to ' \ 'loading embedding weights ' emb_layer = self. Kashgari built-in pre-trained BERT and Word2vec embedding models, which makes it very simple to transfer learning to train your model. Google's BERT algorithm has emerged as a sort of "one model to rule them all. Word Embedding. Each item in the list is a numpy array truncated by the length of the input. Implementation of BERT that could load official pre-trained models for feature extraction and prediction - CyberZHG/keras-bert. 33% Twitter API Live streaming data VaderSentiment Bert Embedding Customer Issue Content (CSV file, 3 labels. You could replace bert_embedding with any Embedding class in kashgari. My understanding is that as I have taken an input tensor but the bert_embedding function uses the string directly, there is a type mismatch. Users of TensorFlow 1 can update to TF 1. The module that allows you to use embeddings is torch. Abstract: We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Description This presentation will demonstrate Matthew Honnibal's four-step "Embed, Encode, Attend, Predict" framework to build Deep Neural Networks to do document classification and predict. It performs dropout on the embedding matrix at a word level and is used for a full forward and backward pass. Keras and the Embedding layer. keras-bert / keras_bert / layers / embedding. 再然后是介绍BERT出现之前的Universal Sentence Embedding模型,包括ELM 60分钟带你掌握NLP BERT理论与实战 科技 演讲·公开课 2019-04-24 19:57:36. 回顾bert优势与劣势:深入理解这些无监督怪兽,及其前景展望,gpt,bert,videobert - 十月 14, 2019 探究“网红科学家”眼中的”智能“:Keras作者François Chollet谈AI,以及David的一些想法 - 九月 29, 2019. Pre-trained models and datasets built by Google and the community. 0 has been released recently, the module aims to use …. Our approach is the first one to make use of. We will need to use the same mappings from wordpiece to index, which is handled by the PretrainedBertIndexer. * Since character n grams are shared across words, these models do better than word embedding models for out of vocabulary words - the. keras的Embedding 层 从Word Embedding到Bert模型—自然语言处理中的预训练技术发展史(转载). However, if the BERT model is only pretrained and not fine-tuned on any downstream task, embeddings on those two symbols are meaningless. In the Keras and PyTorch benchmark projects, MIT reviewed the 34 pre-training models at Dr. The Keras model and Pytorch model performed similarly with Pytorch model beating the keras model by a small margin. However, when we try to use the Keras-Bert as a sub-model in our embedding models, we found the following two problems. Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers. To mitigate this, similar to current neural machine translation models and pretrained language models like BERT and GPT-2, we employ SentencePiece subword tokenization, which has since been incorporated into the fast. Official pre-trained models could be loaded for feature extraction and prediction. PreTrainedTokenizer. Tip: you can also follow us on Twitter. View Xin Xu, PhD’S profile on LinkedIn, the world's largest professional community. It is this approach to representing words and documents that may be considered one of the key breakthroughs of deep learning on challenging natural language processing problems. 0 BY-SA 版权协议,转载请附上原文出处链接和本声明。. Lecture slides will be posted here shortly before each lecture. We used the GloVe [9] embedding for the RNN and BERT [10] for MT-DNN. BERT Embedding# BERTEmbedding is based on keras-bert. I am working on a text-classification problem, and trying to understand how to work with the tensorboard projector for an embeddings layer in Keras. FROM Pre-trained Word Embeddings TO Pre-trained Language Models — Focus on BERT. 85 2 BERT-base Tensorflow Implementation 76. It performs dropout on the embedding matrix at a word level and is used for a full forward and backward pass. Blog How This Git Whiz Grew His Career Through Stack Overflow. Стоит отметить, что сейчас ведется работа по написанию биндингов для CNTK от Microsoft, так что через некоторое время появится еще один доступный бэкенд. 自然语言处理中的语言模型预. All embedding classes inherit from the Embedding class and implement the embed() to embed your input sequence and embed_model property which you need to build you own Model. In this tutorial, We build text classification models in Keras that use attention mechanism to provide insight into how classification decisions are being made. In this tutorial, you will discover how you can use Keras to develop and evaluate neural network models for multi-class classification problems. BERT has been proved to be very powerful that obtains the state-of-the-art results onalmost all natural language processing tasks. Release Notes for Version 1. "Enthought probed to find the pivot point that improved our process. Word Embedding. By providing the embed() function and embed_model property, Kashgari hides the the complexity of different language embedding from users, all you need to care is which language embedding you need. Then I realize they seem to do the. Keras is a neural networks API that enables fast experimentation through a high-level, user-friendly, modular and extensible API. I think a better title for this blog post might be: How I lost a day of productivity to Ubuntu, virtual environments, matplotlib, and rendering backends. Putting it all together with ELMo and BERT. The 6 tasks chosen (Skip-thoughts prediction of. FROM Pre-trained Word Embeddings TO Pre-trained Language Models — Focus on BERT. 0 environment. Embedding, which takes two arguments: the vocabulary size, and the dimensionality of the embeddings. Download the file for your platform. Embedding methods (alternatively referred…. 2003年出品,陈年技术,馥郁芳香。word embedding其实就是NLP里的早期预训练技术。当然也不能说word embedding不成功,一般加到下游任务里,都能有1到2个点的性能提升,只是没有那么耀眼的成功而已。 没听过?那下面就把这段陈年老账讲给你听听。 Word Embedding考古史. Figure 2: Creating the DME embedding, learned parameters in dashed line ‍ If you speak TensorFlow (or Keras), you might prefer seeing this in code — below is Github gist of DME (compact version), the full code can be found here. Download files. The Keras deep learning library provides some basic tools to help you prepare your text data. The authors thus leverage a one-to-many multi-tasking learning framework to learn a universal sentence embedding by switching between several tasks. 2017/06/21にリリースされた gensim 2. The transformers module can load a pre-trained BERT model as a TensorFlow 2. This model is a tf. 0是要力推keras,最近将之前的代码改造成keras(挤时间自己改的,还在测试),这中间看着keras官方文档加上搜索,有些点其实还是存在一定的疑问。 其实主要的问题就是在这模型输入输出这块,keras在构造网络这块还是比较简单的,看着官网的例子关于函数式api. BERT; Word Embedding Algorithms. 一起肢解 Bert! Chat 简介: 在 NLP 中,Bert 最近很火,是 NLP 重大进展的集大成者,是最近最火爆的 AI 进展之一。最新的 Google Bert 模型中我们有这样的疑问: 1. Implementation of the BERT. The bare Bert Model transformer outputing raw hidden-states without any specific head on top. Is it possible to create a LSTM with embedding?. The difference at this point between embedding and word2vec is that the latter is learnt is unsupervised fashion. Question Answering Using Deep Learning Eylon Stroh SCPD Student [email protected] BERT has several variants available on TF Hub. Word Embeddings with Keras. utils import np_utils from. AI 开发者按,本文的作者是数据科学家 Maël Fabien。在过去的几个月里,他在个人博客上写了 100 多篇文章。这个内容量相当可观。他突然想到一个. I noticed that on the computer where it was working in a conda environment with keras 2. Keras BERT TPU. ELMo is a deep contextualized word representation that models both (1) complex characteristics of word use (e. SentencePiece + 日本語WikipediaのBERTモデルをKeras BERTで利用するにおいて、Keras BERTを利用して日本語データセットの分類問題を扱って見ましたが、今回はファインチューニングを行ってみました。. Text classification with Keras - example for building an IMDB sentiment classifier with Keras and TensorFlow Datasets. To compare the two embeddings, let's use cosine similarity. A survey of cross-lingual word embedding models; Introducing state of the art text classification with universal language models; Document Embedding Techniques; awesome-sentence-embedding is maintained by Separius. keras) with TensorFlow backend” is the actual setup I can vouch for personally as being reasonably friendly) Edit to add: I also recommend this famous blog post as a reference for all the different fancy gradient descent algorithms people use in the area. The tech giant Baidu unveiled its state-of-the-art NLP architecture ERNIE 2. The embeddings itself are wrapped into our simple embedding interface so that they can be used like any other embedding. 3 Dataset and Features General News Category Dataset from Kaggle. prepare an "embedding matrix" which will contain at index i the embedding vector for the word of index i in our word index. Please refer to my Github repository to get full code written in Jupyter Notebook. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Devlin et al. When using pre-trained embedding, remember to use same tokenize tool with the embedding model, this will allow to access the full power of the embedding. An Implementation of A Lite Bert For Self-Supervised Learning Language Representations with TensorFlow. NLP From Scratch: Translation with a Sequence to Sequence Network and Attention¶. It randomly masks some of the tokens from the input, and the objective is to predict the original vocabulary id of the masked word based only on its context. However, I was stuck at Autoencoders when the author suddenly started using his own code shortcuts, which was completely unexpected. GPT2Embedding is based on keras-gpt-2. The tech giant Baidu unveiled its state-of-the-art NLP architecture ERNIE 2. ELMo é uma representação contextualizada de palavras que modela características complexas de uso de palavras (por exemplo, sintaxe e semântica). 2018 AI AnyQ Bayesian Optimizer CCF-GAIR CNN LSTM LeNet NLP QA R RNN Semantic Matching algorithm anaconda attention auto ml auto sklearn automl bert birthday boosting ccf code review corpora data cleaning data visualization deep learning design doc2vec embedding environment game gensim gephi getting started github gradient hexo hyperparameter. There are several methods to install keras-bert in Python. Now you can use the Embedding Layer of Keras which takes the previously calculated integers and maps them to a dense vector of the embedding. Mecabで分かち書きしたテキストを適当な配列に変換すればOK 配列変換はTokenizerという便利なクラスがKerasで用意してくれてるので、これを使う。 コードは下記の通り。 ほぼほぼ参考元と同じなので、自身の価値出して. PreTrainedTokenizer. Keras(圖片來源)。 References Keras Tutorial Deep Learning in Python (article) - DataCamp https://www. keras) with TensorFlow backend” is the actual setup I can vouch for personally as being reasonably friendly) Edit to add: I also recommend this famous blog post as a reference for all the different fancy gradient descent algorithms people use in the area. We will demonstrate the use of graph regularization in this notebook by building a graph from. Hence, I am adding it to the end of the sentence after padding/truncating to be compatible with BERT’s requirement. Download the file for your platform. Model 2: Fine-tune based on pre-trained BERT model, and use the [CLS] token for classification, achieve 80. This page was generated by GitHub Pages. Results with BERT To evaluate performance, we compared BERT to other state-of-the-art NLP systems. Embedding Dropout The authors employ Embedding Dropout which was first introduced in the paper - A Theoretically Grounded Application of Dropout in Recurrent Neural Networks. Author: Sean Robertson. FasttextEmbedder (registered as fasttext) reads embedding file in. normalization import BatchNormalization from keras. The release of TensorFlow 2. Also : If it by default gives Sentence Level Embedding then what is the process to get Word Embedding ( any refer might help here ). bert的输入的编码向量(长度是512)是3个嵌入特征的单位和,如图4,这三个词嵌入特征是: WordPiece嵌入 WordPiece是指将单词划分成一组有限的公共子词单元,能在单词的有效性和字符的灵活性之间取得一个折中的平衡。. Esses vetores de palavras (embeddings) são. '''This script loads pre-trained word embeddings (GloVe embeddings) into a frozen Keras Embedding layer, and uses it to train a text classification model on the 20 Newsgroup dataset (classification of newsgroup messages into 20 different categories). 图 1: Photo by Brandi Redd on Unsplash. 日本語の文書分類したい. Navarro, Max Zwiessele, Yura Perov, Saurabh Johri (Submitted on 12 Nov 2018) Probabilistic graphical models are powerful tools which allow us to formalise our knowledge about the world and reason about its inherent uncertainty. Find file Copy path CyberZHG Task embed 77bb790 Aug 1, 2019. The Transformer model architecture, developed by researchers at Google in 2017, also gave us the foundation we needed to make BERT successful. 機械翻訳などの Transformer, 自然言語理解の BERT やその他多くの現在 SoTA となっている自然言語処理のモデルは Attention ベースのモデルです。 Attention を理解することが今後の自然言語処理 x Deep Learning の必須になってくるのではないでしょうか。. 0, and present some new modules added to tfhub. Embedding keras. We will need to use the same mappings from wordpiece to index, which is handled by the PretrainedBertIndexer. The nonprofit Wikimedia Foundation provides the essential infrastructure for free knowledge. It is this approach to representing words and documents that may be considered one of the key breakthroughs of deep learning on challenging natural language processing problems. Mecabで分かち書きしたテキストを適当な配列に変換すればOK 配列変換はTokenizerという便利なクラスがKerasで用意してくれてるので、これを使う。 コードは下記の通り。 ほぼほぼ参考元と同じなので、自身の価値出して. Implementation of BERT that could load official pre-trained models for feature extraction and prediction - CyberZHG/keras-bert. Indices can be obtained using transformers. The release of TensorFlow 2. 从Word Embedding到Bert模型—自然语言处理中的预训练技术发展史. 0 - a Python package on PyPI - Libraries. " BERT builds on two key ideas that have been responsible for many of the recent advances in NLP: (1) the transformer architecture and (2) unsupervised pre-training. In a character embedding model, the vector for a word is constructed from the character n grams that compose it. All embedding classes inherit from the Embedding class and implement the embed() to embed your input sequence and embed_model property which you need to build you own Model. x functionality that's been removed from TF 2 (yes, tf. Krakow, Poland. If you're not sure which to choose, learn more about installing packages. 15 and then use the same APIs. 10 (python 3. BERT addresses the unidirectional constraints by proposing a new pre-training objective the “masked language model (MLM)”. Includes BERT, GPT-2 and word2vec embedding. edu Priyank Mathur SCPD Student [email protected] bert包含3个embedding,词的embedding,句子的embedding和position embedding,为了训练这些embedding需要特定的非监督任务 训练word embeding-Masked ML:将一些词随机用Mask替换,训练怎样预测这些词,输入是替换后的词语,网络结构只用到Transformer Encoder,最终输出使用softmax直接. ,2011;Yang et al. Note that this post assumes that you already have some experience with recurrent networks and Keras. embeddings_regularizer : Regularizer function applied to the embeddings matrix (see regularizer ). What are the possible ways to do that? deep-learning keras word-embedding long-short-term-memory bert. Word Embeddings with Keras. Images with Tensorflow and Keras. 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. keras的Embedding 层 从Word Embedding到Bert模型—自然语言处理中的预训练技术发展史(转载). kerasで書き直してGoogle Colabの無料で使えるTPU上で学習させた。 デモとして「Wikipedia日英京都関連文書対訳コーパス」を使って英→日翻訳を学習。 (入力・出力それぞれ)1024トークンx8を1バッチとしたものを8TPUで処理できることを. Download files. Simple, Keras-powered multilingual NLP framework, allows you to build your models in 5 minutes for named entity recognition (NER), part-of-speech tagging (PoS) and text classification tasks. param use_task_embed: Whether to. Word Embeddings with Keras. I noticed that on the computer where it was working in a conda environment with keras 2. Fully scalable. 0 version, all with a focus on ease of usability and a better user experience. The module that allows you to use embeddings is torch. In this project, we used BERT, Bi-directional Encoder Representations from Transformers,which is a newly proposed language representation model, to solve qualitative reasoning prob-lem. Word embedding is a method used to map words of a vocabulary to dense vectors of real numbers where semantically similar words are mapped to nearby points. Users who have contributed to this file. ), different word embedding models and transfer learning. Keras is a Python library for deep learning that wraps the efficient numerical libraries Theano and TensorFlow. Lecture slides will be posted here shortly before each lecture. Separius/BERT-keras, Keras implementation of BERT with pre-trained weights, [325 stars] soskek/bert-chainer, Chainer implementation of "BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding" innodatalabs/tbert, PyTorch port of BERT ML model. The layer generates the weights. Usage Load Official Pre-trained Models. If you are working with words such as a one-hot dictionary, the proper thing to do is to use an "Embedding" layer first. Two methods are used to quickly implement the classification task based on Bert pre-training model, kashgari and keras_bert. In this case word indices in the vocabulary. SUBSCRIBE to the channel for more awesome content! My video. token embeddingを使った例. Release Notes for Version 1. NMT-Keras ¶ Neural Machine Translation with Keras (Theano and Tensorflow). A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS, 海量中文预训练ALBERT模型 albert_zh. In the KL divergence minimization phase, we train with a constant learning rate of 0. I am not sure I understand your question. 85 2 BERT-base Tensorflow Implementation 76. Keras was developed and is maintained by Francois Chollet and can run on both CPU and GPU. More info about Embedding: LINK THIS. Words Embeddings. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more. BERT-keras Keras implementation of Google BERT(Bidirectional Encoder Representations from Transformers) and OpenAI's Transformer LM capable of loading pretrained models with a finetuning API. a few gistsis all I am looking for a working example of Tensorboard embedding visualization with t-sne/PCA that works with TF 1. そこで本記事では,tensorflowをバックエンドとし,コードが書きやすいことで有名なkerasで簡単なCNNを,自前画像で動かしてみることにした. 自前画像の用意 今回は,kaggleから花の画像をダウンロードしてきてから学習を行う.. Dimension of the dense embedding. Currently, the template code has included conll-2003 named entity identification, Snips Slot Filling and Intent Prediction. The most common approach is to embed the conversation into a vector, but doing that with long conversations is challenging. The optimal alignment is acquired by ranking the relevancy between the terminology and all the entities in the KB. kerasで書き直してGoogle Colabの無料で使えるTPU上で学習させた。 デモとして「Wikipedia日英京都関連文書対訳コーパス」を使って英→日翻訳を学習。 (入力・出力それぞれ)1024トークンx8を1バッチとしたものを8TPUで処理できることを. I think a better title for this blog post might be: How I lost a day of productivity to Ubuntu, virtual environments, matplotlib, and rendering backends. kerasで書かれたtransformerをtf. Usually, when I have implemented a text classifier before, as a first step I’ve trained an embedding algorithm with a corpus (w2v, ft, glove… whatever), then insert it to the keras embedding layer passing the weights matrix as an input argument, and turning the trainable parameter to False, in order to leave embedding weights as they were learned by the native algorithm. Unsupervised Deep Embedding for Clustering Analysis (a) MNIST (b) STL-10 Figure 3. ,2004), comparing it with standard and state-of-the-art clustering methods (Nie et al. See the complete profile on LinkedIn and discover Gerzson’s connections and jobs at similar companies. js and Ruby on Rails, GitHub is also becoming a place for developers to collaborate on scientific software, including projects that analyze DNA and find planets. Krakow, Poland. Official pre-trained models could be loaded for feature extraction and prediction. (Hands-on using Genism, graph-based and deep learning model) Experience in developing a model using ANN, RNN, and Attention flow mechanism. From BOW to BERT We’ve come a long way in the word embedding space since the introduction of Word2Vec (Mikolov et. Hands-On Neural Networks with Keras (published by Packt publishing) aims to educate its audience on technical concepts revolving around neural networks. Description This presentation will demonstrate Matthew Honnibal's four-step "Embed, Encode, Attend, Predict" framework to build Deep Neural Networks to do document classification and predict. Currently this works on legacy Keras, but the authors are working with Google to have this ported to tf. Tensorflow is Google’s open source data flow diagram-based machine learning framework, keras is for tensorflow, and Theano and high-level encapsulation. R programs can do the same with R's JuliaCall , which is demonstrated by calling MixedModels. Official pre-trained models could be loaded for feature extraction and prediction. CNN之前添加一个Embedding层,这里我们不优化embedding,而是用现有的embedding直接作为Frozen的权重,以keras的embedding层为例,input dim是词汇表大小,output dim是embedding过后的向量大小,input length是句子最大词的数目(也就是上面的dim) 6. 0 - a Python package on PyPI - Libraries. When I train gLoVe or word2vec I'm given an array of token embeddings that I can easily use as weights with say, an embedding layer from Keras or Pytorch. Putting it all together with ELMo and BERT. Prepare Dataset We'll use the IMDB dataset that contains the text of 50,000 movie reviews from the Internet Movie Database. BERT passes each input token through a Token Embedding layer so that each token is transformed into a vector representation, Segment Embedding Layer (to distinguish different sentences) and Position Embedding Layer (to show token position within the sequence). As far as I understand BERT can work as kind of embedding but context-sensitive. Word embedding is a pre-trained language representation model where the objective function it is used the Keras's Embedding ( https://keras. A community for discussion and news related to Natural Language Processing (NLP). ELMo is a deep contextualized word representation that models both (1) complex characteristics of word use (e. We make our state-of-the-art NLP framework – called Flair – openly available. in Jupyter Notebook, run:. al) in 2013. param use_task_embed: Whether to. GOOG, FB, MSFT, AMZN). Text summarization is the task of creating short, accurate, and fluent summaries from larger text documents. See the complete profile on LinkedIn and discover Gerzson’s connections and jobs at similar companies. 33% Twitter API Live streaming data VaderSentiment Bert Embedding Customer Issue Content (CSV file, 3 labels. BERT passes each input token through a Token Embedding layer so that each token is transformed into a vector representation, Segment Embedding Layer (to distinguish different sentences) and Position Embedding Layer (to show token position within the sequence). View Tom Aindow’s profile on LinkedIn, the world's largest professional community. It uses the functional API. The Tutorial Video. The embeddings generated using the two methods tend to perform very similarly in downstream NLP tasks. function decorator) and TF 1. 0-beta4 Release. ELMo é uma representação contextualizada de palavras que modela características complexas de uso de palavras (por exemplo, sintaxe e semântica). Load Official Pre-trained Models; Tokenizer; Train & Use; Use Warmup; Download Pretrained Checkpoints; Extract Features; Use Adapter; External Links. This is unlike taking the average of word-vector embeddings where the most frequent word or most dominant idea may dominate the entire.
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5 Things Women Cannot Do in Some Countries on International Women's Day March 8 2018 by Patrice Lee Onwuka
Ride-sharing Replaces Buses in This City and Residents Love It March 7 2018 by Patrice Lee Onwuka
How New Tariffs Could Raise the Prices of Your Everyday Goods March 6 2018 by Patrice Lee Onwuka
Hollywood's Activism and Hypocrisy Were on Display at the Oscars One Pin at a Time March 5 2018 by Patrice Lee Onwuka
7 Facts About Women in the Workforce for Women's History Month March 1 2018 by Patrice Lee Onwuka
Poll: Most Inappropriate Office Behavior is Not What You Think It is February 26 2018 by Patrice Lee Onwuka
Why Amy Poehler Shouldn't Fight for a Hike in Tipped Minimum Wages February 26 2018 by Patrice Lee Onwuka
Europe’s Gender Quotas for Corporate Boards Failed to Do Much for Women February 20 2018 by Patrice Lee Onwuka
Should Healthy, Employable Americans Keep Medicaid Forever? February 16 2018 by Patrice Lee Onwuka
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