Pytorch Cosine Embedding Loss Example

This saves a lot of time even on a small example like this. PyTorch provides the torch. PyTorch implementation of Efficient Neural Architecture Search via Parameters Sharing. Configuration¶. Word Embeddings in Pytorch¶ Before we get to a worked example and an exercise, a few quick notes about how to use embeddings in Pytorch and in deep learning programming in general. You can vote up the examples you like or vote down the ones you don't like. Dash Club is a no-fluff, twice-a-month email with links and notes on the latest Dash developments and community happenings. 4c98095 Fix example in RegularizerApplicator. An Attention-based BiLSTM-CRF Approach to Document-level Chemical Named Entity Recognition Article (PDF Available) in Bioinformatics 34(8) · November 2017 with 1,086 Reads DOI: 10. ARPACK software is capable of solving large scale symmetric, nonsymmetric, and generalized eigenproblems from significant application areas. An intuitive guide to Convolutional Neural Networks Photo by Daniel Hjalmarsson on Unsplash. If w are the embedding vectors, x the input tensor, y the. The above module lets us add the positional encoding to the embedding vector, providing information about structure to the model. It gets as input an integer tensor of arbitrary dimension A1 A U, containing values in f0;:::;N 1gand it returns a oat tensor of dimension A1 A U D. Embedding(). Weighting schemes are represented as matrices and are specific to the type of relationship. (E) A neural network architecture. ,2018) with 1150 hidden units implemented in PyTorch. Parameters¶ class torch. from_params docstring deae1db Add coref_resolved method to CorefPredictor 7d34ca3 Fix to include day count in training duration for metrics. A face embedding is a vector that represents the features extracted from the face. But faster should be TenorFlow as it optimize the graphs. Cosine Embedding Loss. Unlike focal loss, we give greater weight to easy samples. Label smoothing loss. 添加对列表或者张量使用时 pack_padded_sequence 的调用支持#5133. TensorFlow Lite for mobile and embedded devices For Production TensorFlow Extended for end-to-end ML components. symbol adopts declarative programming. For example, if the incoming feature maps are from a 2D convolution with output shape (batch, height, width, channels), and you wish to share parameters across space so that each filter only has one set of parameters, set shared_axes=[1, 2]. 分享到: 如果你觉得这篇文章或视频对你的学习很有帮助, 请你也分享它, 让它能再次帮助到更多的需要学习的人. BERT / XLNet produces out-of-the-box rather bad sentence embeddings. 真正掌握一种算法,最实际的方法,完全手写出来。 LSTM(Long Short Tem Memory)特殊递归神经网络,神经元保存历史记忆,解决自然语言处理统计方法只能考虑最近n个词语而忽略更久前词语的问题。. This summarizes some important APIs for the neural networks. By using this repository, you can simply achieve LFW 99. 0 -c pytorch (re-install 1. That's because the values of the left half are generated by one function (which uses sine), and the right half is generated by another function (which uses cosine). That similarity is a real number between 0 and 1 and is higher when both entries are more similar. Pre-trained models and datasets built by Google and the community. The steps were as follows: Set up a local compute cluster for Dask , and define a computation graph to strip out user and repo names from JSON strings within a Dask Dataframe. en import English. Let’s see why it is useful. See the complete profile on LinkedIn and discover Sandhya’s connections and jobs at similar companies. data[i - length] are used for create a sample sequence. nn module to help us in creating and training of the neural network. A face embedding is a vector that represents the features extracted from the face. In this article, we will explore Convolutional Neural Networks (CNNs) and, on a high level, go through how they are inspired by the structure of the brain. Besidesusing the off-the-shelf similarity function [56 ,44 9], e. You can vote up the examples you like or vote down the ones you don't like. Tensorflow implementation for paper CosFace: Large Margin Cosine Loss for Deep Face Recognition Person_reID_baseline_pytorch Pytorch implement of Person re-identification baseline. Choosing a backend In most cases, your code should work with any of the three backends Recommended: tensor ow To change the backend temporarily, set environment variable before. Pytorch의 학습 방법(loss function, optimizer, autograd, backward 등이 어떻게 돌아가는지)을 알고 싶다면 여기로 바로 넘어가면 된다. A face embedding is a vector that represents the features extracted from the face. What are the impacts of choosing different loss functions in classification to approximate 0-1 loss. The following example demonstrates this: 3 + 5. Even for 2 classes they are not overwhelmingly better. Source code for torch. Also, having a hand written loss function just run on the GPU with no extra effort kind of blew my mind. Loss function contained triplet loss (using three images at a time) and pairwise loss (using two images at a time). Is there a way or code that writes CosineEmbeddingLoss in tenso. The images are stored in in 784 columns but were originally 28 by 28 pixels. Intersection over Union (IoU) for object detection By Adrian Rosebrock on November 7, 2016 in Machine Learning , Object Detection , Tutorials Today’s blog post is inspired from an email I received from Jason, a student at the University of Rochester. The goal of training is to embed each entity in \(\mathbb{R}^D\) so that the embeddings of two entities are a good proxy to predict whether there is a relation of a certain type between them. Observations of a Keras developer learning Pytorch In terms of toolkits, my Deep Learning (DL) journey started with using Caffe pre-trained models for transfer learning. Cosine annealing With each batch of stochastic gradient descent (SGD), your network should be getting closer and closer to a global minimum value for the loss. I was unable to reproduce the results of this paper using cosine distance but was successful when using l2 distance. After training it was an easy nearest neighbor search in descriptor space of training images to find object class and pose for the object present in test images. You can vote up the examples you like or vote down the ones you don't like. The goal of training is to embed each entity in \(\mathbb{R}^D\) so that the embeddings of two entities are a good proxy to predict whether there is a relation of a certain type between them. As the largest publicly available collection of recipe data, Recipe1M affords the ability to train high-capacity models on aligned, multi-modal data. By using this repository, you can simply achieve LFW 99. It also offers a new general architecture for many NLP tasks. Here: "dim": int or list. PyTorch documentation¶. See blog-post on this here. For example, another vector that is close (by some measure) may be the same person, whereas another vector that is far (by some measure) may be a different person. I'm following some tutorials and using this code as an example. [20 points] 5. We add the name and embedding data to a dictionary and then serialize the data in a pickle file on Lines 110-114. They are extracted from open source Python projects. Examples of the expressivity are provided by Abdal et al 2019, who find that “although the StyleGAN generator is trained on a human face dataset [FFHQ], the embedding algorithm is capable of going far beyond human faces. We will first train the basic neural network on the MNIST dataset without using any features from these models. dlib-models Trained model files for dlib example programs. The following example demonstrates this: 3 + 5. A kind of Tensor that is to be considered a module parameter. Everything you need to know about. A good training sample selection is critical to obtain a good prediction. I won't replicate the example here, but the only part that we have to change is to read the embedding vectors that we created before instead of generating random vectors and increasing the bit length to 32-bits. example, 173 representation, 174 vectors embedding, 173 training loss, 75 D, E Data mining, 111 Deep learning models, 1–6, 26, 151 batch size batch training, 156. The indices are the coordinates of the non-zero values in the matrix, and thus should be two-dimensional where the first dimension is the number of tensor dimensions and the second dimension is the number of non-zero valu. It works for batches of tensors. The above module lets us add the positional encoding to the embedding vector, providing information about structure to the model. Tensor。你可能需要在现有代码中将列表的用法更改为元组。此外,现在还支持程序具有嵌套结构。 •我们所有预构建的二进制文件都是用. We will first train the basic neural network on the MNIST dataset without using any features from these models. ‣ What if we want embedding representaNons for whole sentences? ‣ Skip-thought vectors (Kiros et al. Similar to how we defined a unique index for each word when making one-hot vectors, we also need to define an index for each word when using embeddings. all merits from softmax loss but also learns features with large angular margin between different classes. • Reduced test loss of customer based revenue from 2. In the above example, the integer 3 has been coerced to 3. If w are the embedding vectors, x the input tensor, y the. Besidesusing the off-the-shelf similarity function [56 ,44 9], e. While I found some of the example codes on a tutorial is based on long and huge projects (like they trained on English Wiki corpus lol), here I give few lines of codes to show how to start playing with doc2vec. Ignored if init_value is given to the embedder constructo. Pytorch의 학습 방법(loss function, optimizer, autograd, backward 등이 어떻게 돌아가는지)을 알고 싶다면 여기로 바로 넘어가면 된다. Cosine annealing With each batch of stochastic gradient descent (SGD), your network should be getting closer and closer to a global minimum value for the loss. Default: 'elementwise_mean' pos_weight (Tensor, optional): a weight of positive examples. We then can use the embedding matrix to transform the original sparse encoded labels into dense vectors. Show this page source. The packet loss and average delay of QoS for video traffic can be controlled. Log-linear language model y -the next word to predict x -the context sequence: words, annotations etc v -model parameters f(x, y) -feature vector for the input-output pair (x, y). Join GitHub today. In linear regression, we have a linear sum. This can then be compared with the vectors generated for other faces. To follow along with this face recognition tutorial, use the “Downloads” section of the post to download the source code, OpenCV models, and example face. Now we are ready to create a softmax operation and we will use cross entropy loss to optimize the weights, biases and embeddings of the model. 同时也因为softmax会产生这种结构. 使用 bce_with_logits 的数值稳定的二元交叉熵参数(Binary Cross-Entropy loss)。 使用 PoissonNLLLoss 的带有目标泊松分布的负对数似然损失。 cosine_similarity :沿维度计算并返回x1和x2之间的余弦相似度(cosine similarity)。 训练工具. Gradient Descent를 사용하여 loss를 최소화한다. The steps were as follows: Set up a local compute cluster for Dask , and define a computation graph to strip out user and repo names from JSON strings within a Dask Dataframe. Take a look at this example - sentence=" Word Embeddings are Word converted into numbers ". To improve model performance, we hand-designed our loss function, architecture and input data pipeline. dlib-models Trained model files for dlib example programs. Nowadays, we get deep-learning libraries like Tensorflow and PyTorch, so here we show how to implement it with PyTorch. All the three examples "good", "great" and "bad" are close in the embedding space, since they appear in similar contexts. Even for 2 classes they are not overwhelmingly better. This can then be compared with the vectors generated for other faces. 1) $ pip install tb-nightly # Until tensorboard 1. add_scalars('run_14h', {'xsinx':i*np. For example, let’s pretend that we have a group of people who rated a set of movies as the picture above shows. The word lookup table contained 100-dimensional embeddings for the 425,845 most frequent words. Figure 2: From left to right, the curve of training accuracy and training loss for SphereFace[1], without and with batch normalization. Channel 9 is a community. nce_loss() for an off-the-shelf alternative such as tf. If you achieve better performance compared to SphereFace, well done! Can you provide a reason? If you do not outperform SphereFace, can you provide a cause? 1 [10 points] 6. 0 API on March 14, 2017. Each example xi is embedded into a feature vector vi = fθ(xi). Parameters: indices (array_like) – Initial data for the tensor. 此标准使用cosine距离测量两个输入是否相似,一般用来用来学习非线性embedding或者半监督学习。 margin应该是-1到1之间的值,建议使用0到0. This is a common misunderstanding and unfortunately strengthened by the example of 'personality embeddings'. Default: 'elementwise_mean' pos_weight (Tensor, optional): a weight of positive examples. We implemented this in PyTorch [3], and we used gensim for 300 dimensional Word2Vec features. PyTorch-BigGraph: A Large-scale Graph Embedding System We evaluate PBG on the Freebase, LiveJournal and YouTube graphs and show that it matches the performance of existing embedding systems. Se avete già installato Python con le necessarie librerie, trovate sul sito i comandi per installare PyTorch a seconda della piattaforma. ARPACK software is capable of solving large scale symmetric, nonsymmetric, and generalized eigenproblems from significant application areas. symbol adopts declarative programming. Here’s a simplified example (using dummy values) of what this looks like, where vocabulary_size=7 and embedding_size=3: \begin{equation}. Excluding subgraphs from backward. The spectra belong to two families of signal: X-ray signals (EDXS) and electron energy-loss signals (EELS). 0 preview with many nice features such as a JIT for model graphs (with and without tracing) as well as the LibTorch, the PyTorch C++ API, one of the most important release announcement made today in my opinion. How to calculate the Cosine similarity between two tensors? and I need to calculate the cosine similarity between these tensors. With the joint supervision of the center loss and the softmax loss, the highly discriminative features can be obtained for robust face recognition, as supported by our experimental results. unet unet for image. Starting with an introduction to PyTorch, you'll get familiarized with tensors, a type of data structure used to calculate arithmetic operations and also learn how they operate. Word Embeddings in Pytorch¶ Before we get to a worked example and an exercise, a few quick notes about how to use embeddings in Pytorch and in deep learning programming in general. You can also save this page to your account. due to zero loss from easy examples where the negatives are far from anchor. bool sizeAverage, // if true, the loss will be normalized **by total number of elements** bool reduce); // if true, returns summed or averaged loss. In our case, the image embedding network φis a pre-trained CNN and the parameters are fixed during. However, it’s implemented with pure C code and the gradient are computed manually. Reading Time: 8 minutes Link to Jupyter notebook. Everything you need to know about. 此标准使用cosine距离测量两个输入是否相似,一般用来用来学习非线性embedding或者半监督学习。 margin应该是-1到1之间的值,建议使用0到0. Different encoder/decoder state sizes. The sample is a rectangular slice of material composed of different phases, each phase having a unique composition which can be characterized via its spectrum. Any Keras model can be exported with TensorFlow-serving (as long as it only has one input and one output, which is a limitation of TF-serving), whether or not it was training as part of a TensorFlow workflow. 24%, mAP=70. This module is often used to retrieve word embeddings using indices. The distance function is not prescribed but is usually euclidean or cosine. Plot the tSNE visualization of the CosFace embedding for the same identities from. Different encoder/decoder state sizes. (C) A loss function. But faster should be TenorFlow as it optimize the graphs. The following are code examples for showing how to use torch. We add the name and embedding data to a dictionary and then serialize the data in a pickle file on Lines 110-114. The Transformer from "Attention is All You Need" has been on a lot of people's minds over the last year. During training, one trains over a generated list of pairs such as (x, y) where x might be from the same class as y half the time. An intuitive guide to Convolutional Neural Networks Photo by Daniel Hjalmarsson on Unsplash. By default PyTorch sums losses over the mini-batch and returns a single scalar loss. In this tutorial, we are going to explore and build a model that reads the top 25 voted world news from Reddit users and predict whether the Dow Jones will go up or down for a given day. calculate_loss( ) is used to calculate loss - loss_positive: co-occurrences appeared in the corpus. rand(1,2,10,10) y = torch. You can also save this page to your account. The famous example is ; king - man + woman = queen. com今回は、実際にネットワークを組んで学習をさせてみようと思います。. embedding ¶ torch. 1, but online still not ideal. Features And that is the beauty of Pytorch. Args: vocab_size_or_config_json_file: Vocabulary size of `inputs_ids` in `TransfoXLModel` or a configuration json file. 1) $ pip install tb-nightly # Until tensorboard 1. Large-Margin Softmax Loss for Convolutional Neural Networks. An Attention-based BiLSTM-CRF Approach to Document-level Chemical Named Entity Recognition Article (PDF Available) in Bioinformatics 34(8) · November 2017 with 1,086 Reads DOI: 10. Another alternative could be to add a small entropy loss. However, due to rare event rate, the number of cancers included in the random sample is typically small, making it difficult to reach high accuracy if the training sample size is not large enough. This is used to compute the attention between the two words. The minimization of the loss will only consider examples that infringe the margin, otherwise the gradient will be zero since the max saturates. How to calculate the Cosine similarity between two tensors? and I need to calculate the cosine similarity between these tensors. (B) An optimizer. It works for batches of tensors. Pytorch의 학습 방법(loss function, optimizer, autograd, backward 등이 어떻게 돌아가는지)을 알고 싶다면 여기로 바로 넘어가면 된다. TLDR: This really depends on your use cases and research area. On reflection that's not totally surprising since we know that deep networks are very good at learning functions of the kind that describe our natural world. It gets as input an integer tensor of arbitrary dimension A1 A U, containing values in f0;:::;N 1gand it returns a oat tensor of dimension A1 A U D. Tensorflow implementation for paper CosFace: Large Margin Cosine Loss for Deep Face Recognition Person_reID_baseline_pytorch Pytorch implement of Person re-identification baseline. For example, another vector that is close (by some measure) may be the same person, whereas another vector that is far (by some measure) may be a different person. While I found some of the example codes on a tutorial is based on long and huge projects (like they trained on English Wiki corpus lol), here I give few lines of codes to show how to start playing with doc2vec. 0, scale_grad_by_freq=False, sparse=False) [source] ¶ A simple lookup table that looks up embeddings in a fixed dictionary and size. How to write a custom layer in Apache MxNet Gluon API; Data; Image Augmentation; Methods of applying data augmentation (Gluon API) Layers and Blocks; Normalization Blocks; Activation Blocks; Loss functions; Custom Loss Blocks; Initialization; Parameter Management; Trainer; Naming of Gluon Parameter and Blocks; Custom Layers. calling tf. Knet (pronounced “kay-net”) is the Koç University deep learning framework implemented in Julia by Deniz Yuret and collaborators. software [7]; and (3) analyzing the encoded discrete cosine transform coefficients for evidence of multiple compressions that would arise, for example, after modifying and saving an image in a photo-editing software [9], [10]. For example, let's pretend that we have a group of people who rated a set of movies as the picture above shows. Matching networks for one shot learning Vinyals et al. Burges, Microsoft Research, Redmond The MNIST database of handwritten digits, available from this page, has a training set of 60,000 examples, and a test set of 10,000 examples. Several things are involved, like does my output of encoder gru has to be a vector of size VEC_SIZE or not, in the decoder - my loss has to be calculated using some similarity metric. Now, a subset of loss functions allow specifying reduce=False to return individual losses for each sample in the mini-batch. For example, many new mothers want to go back to work, but they don't want to go back full time or have to pay too much for a nanny or day-care service. 14 moves to the release channel. In this role, you will lead teams by example and ensure all design and development incorporates DevOps best practices. using a pretrained BERT language model, and by uniqueness using an inter-sample BLEU score. It is parametrized with a number N of words to embed, and an embedding dimension D. 80%+ and Megaface 98%+ by a single model. 導入 前回はKerasを導入しました。 tekenuko. This is useful to reserve part of the data. To behavior the same as PyTorch's MSELoss, we can change to L = loss(y, z). 49] and dropouts using PyTorch framework. software [7]; and (3) analyzing the encoded discrete cosine transform coefficients for evidence of multiple compressions that would arise, for example, after modifying and saving an image in a photo-editing software [9], [10]. Turns out we can and this can be easily done using an EmbeddingBag layer in PyTorch for example. close() # This call adds. It also unties the assumption of the foreseen usefulness by picking hard examples per iteration so thus we now really pick the hard examples for each iteration. Log-linear language model y -the next word to predict x -the context sequence: words, annotations etc v -model parameters f(x, y) -feature vector for the input-output pair (x, y). In this tutorial, we will walk you through the process of solving a text classification problem using pre-trained word embeddings and a convolutional neural network. After the success of my post Understanding Categorical Cross-Entropy Loss, Binary Cross-Entropy Loss, Softmax Loss, Logistic Loss, Focal Loss and all those confusing names, and after checking that Triplet Loss outperforms Cross-Entropy Loss in my main research topic. The dataset contains images of 40 subjects from various. J(θ) is convex, to minimize it, we need to solve the equation \(\frac{\partial J(θ)}{\partial θ} = 0\). pytorch-kaldi is a public repository for developing state-of-the-art DNN/RNN hybrid speech recognition systems. LSTM regression using TensorFlow. Also see the corresponding blog articles at davidstutz. For example you have a function to predict that is:. Report the accuracy on LFW dataset. ground-truth similarities, e. The following are 50 code examples for showing how to use torch. This was followed by a brief dalliance with Tensorflow (TF) , first as a vehicle for doing the exercises on the Udacity Deep Learning course , then retraining some existing TF. 3 Testing the model We can use the below function to translate sentences. display import Image Image (filename = 'images/aiayn. LongTensor internally. Vaswani et al answered this problem by using a sine and cosine function to create a constant matrix of position-specific values. , cosine similarity or Euclidean distance, for comparing the feature representation, specific matching schemes are designed to eliminate the influence from body part. Word embedding is the collective name for a set of language modeling and feature learning techniques in NLP where words are mapped to vectors of real numbers in a low dimensional space, relative to the vocabulary size. 68% only with softmax loss. Goldberg and Levy point out that the word2vec objective function causes words that occur in similar contexts to have similar embeddings (as measured by cosine similarity) and note that this is in line with J. 0 API on March 14, 2017. Example training output: After a few days of training I seemed to converge around a loss of around 1. This prevents the model from becoming over confident on certain results. Although word embeddings such as word2vec and GloVe have become standard approaches for finding the semantic similarity between two words, there is less agreement on how sentence embeddings should be. For the Seq2Vec, the ELMo embeddings are embedded in a bi-LSTM encoder and a decoder with (dot-product) attention. class KLDivLoss (_Loss): r """The `Kullback-Leibler divergence`_ Loss KL divergence is a useful distance measure for continuous distributions and is often useful when performing direct regression over the space of (discretely sampled) continuous output distributions. Embed Embed this gist in your website. Cosine annealing. {epoch:02d}-{val_loss:. Then the generated image is translated back to domain A image xABA to match the original input image using reconstruction loss (equation-3) with some form of distance metrics, such as MSE, Cosine distance, and hinge-loss. Reading Time: 8 minutes Link to Jupyter notebook. The following are code examples for showing how to use torch. pytorch-kaldi is a public repository for developing state-of-the-art DNN/RNN hybrid speech recognition systems. Share Copy sharable link for this gist. To address this issue, people have proposed encoding time variables into dual sine and cosine features which correctly captures the cyclical relationship. Focal loss focus on training hard samples and takes the probability as the measurement of whether the sample is easy or hard one. 0 API on March 14, 2017. 206 Responses to How-To: Python Compare Two Images Xavier Paul November 26, 2014 at 4:53 am # Good day Adrian, I am trying to do a program that will search for an Image B within an Image A. A hands-on tutorial for building simple but flexible Deep Recommenders in PyTorch. Apr 3, 2019. More complex models apply different weighting schemes for the elements of the vector before comparison. And that is it, this is the cosine similarity formula. This was followed by a brief dalliance with Tensorflow (TF) , first as a vehicle for doing the exercises on the Udacity Deep Learning course , then retraining some existing TF. An example of this process is the following: >>> from collections import Counter. make [2]: Leaving directory '/pytorch/build'. Joint Discriminative Embedding Learning, Speech Activity and Overlap Detection for the DIHARD Challenge Neural speech turn segmentation and affinity propagation for speaker diarization Multimodal Speaker Segmentation and Diarization using Lexical and Acoustic Cues via Sequence to Sequence Neural Networks. A place to discuss PyTorch code, issues, install, research. Python torch. 24%, mAP=70. The following are code examples for showing how to use torch. Typically, a gradient based optimization algorithm is used for computational efficiency: the direction in the parameter space in which the loss reduction is maximum is given by the negative gradient of the loss with respect to the parameters. In addition to word2vec, one can also explore GloVe and FastText as other options for word embedding. 0 API on March 14, 2017. The minimization of the loss will only consider examples that infringe the margin, otherwise the gradient will be zero since the max saturates. However, it's implemented with pure C code and the gradient are computed manually. After training it was an easy nearest neighbor search in descriptor space of training images to find object class and pose for the object present in test images. For example, it (PyTorch) claims efficient memory usage when it comes to computations involving tensors, as well as a tape-based autograd system for building deep neural networks. Both WGAN-GP models trained performed well in these two metrics. The underlying model is a PyTorch implementation of the Sequence to Sequence model network, an encoder-decoder network with an attention mechanism. In this paper, we use cosine distance of features and the corresponding centers as weight and propose weighted softmax loss (called C-Softmax). 역시 Pytorch 코드들 중에는 loss를 tensor가 아닌 그 값을 가져올 때 loss. Several things are involved, like does my output of encoder gru has to be a vector of size VEC_SIZE or not, in the decoder - my loss has to be calculated using some similarity metric. For example, in all 3 cases, the terminating period seems to be unimportant. We construct an embedding of the full Freebase knowledge graph (121 mil-. Contrastive loss is defined in fig 1 below. However, it is usually the slowest layer to c. Word2vec is so classical ans widely used. Similar to how we defined a unique index for each word when making one-hot vectors, we also need to define an index for each word when using embeddings. stride: Period between successive output sequences. When broadcasting is specified, the second tensor can either be of size 1 (a scalar value), or having its shape as a contiguous subset of the first tensor’s shape. J(θ) is convex, to minimize it, we need to solve the equation \(\frac{\partial J(θ)}{\partial θ} = 0\). Python torch. In this role, you will lead teams by example and ensure all design and development incorporates DevOps best practices. All models were constructed and trained using PyTorch, a machine learning library for. 0 Contrastive loss with a default margin value of 2 The Dataset. 導入 前回はKerasを導入しました。 tekenuko. Word Embeddings in Pytorch¶ Before we get to a worked example and an exercise, a few quick notes about how to use embeddings in Pytorch and in deep learning programming in general. The loss functions include Softmax, SphereFace, CosineFace, ArcFace and Triplet (Euclidean/Angular) Loss. (D) A data augmentation technique. However, when training the retrieval model, the loss relies on ground truth image-caption pairs (with human-produced captions), and is back-propagated to update parameters of the retrieval model. Channel 9 is a community. ), -1 (opposite directions). For an example of contrastive loss in the literature, see [5]. keyedvectors. PyTorch provides the torch. Weighting schemes are represented as matrices and are specific to the type of relationship. All the three examples "good", "great" and "bad" are close in the embedding space, since they appear in similar contexts. An example of this process is the following: >>> from collections import Counter. D:\pytorch\pytorch>set INSTALL_DIR=D:/pytorch/pytorch/torch/lib/tmp_install. Our method, ArcFace, was initially described in an arXiv technical report. When I went through this Pytorch word embedding turtorial recently, I noticed that the order of vocabulary will have an influence on the predicting result. Some of the most popular examples of these methods are LASSO and RIDGE regression which have inbuilt penalization functions to reduce overfitting. It is also intended to get you started with performing SQL access in a data science environment. pytorch-kaldi is a public repository for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The distance function is not prescribed but is usually euclidean or cosine. The snippet shows how one can write a class that creates a neural network with embeddings, several hidden fully-connected layers, and dropouts using PyTorch framework. , cosine similarity or Euclidean distance, for comparing the feature representation, specific matching schemes are designed to eliminate the influence from body part. The famous example is ; king - man + woman = queen. Mathematical Problems in Engineering is a peer-reviewed, Open Access journal that publishes results of rigorous engineering research carried out using mathematical tools. 'symmetric' — Use this option when using windows for filter design. Can be a list, tuple, NumPy ndarray, scalar, and other types. Even for 2 classes they are not overwhelmingly better. 0, scale_grad_by_freq=False, sparse=False) [source] ¶ A simple lookup table that looks up embeddings in a fixed dictionary and size. Actually, original word2vec implemented two models, skip-gram and CBOW. Please look at the documentation for CosineEmbeddingLoss. py batch_distill_lr_loss. Goldberg and Levy point out that the word2vec objective function causes words that occur in similar contexts to have similar embeddings (as measured by cosine similarity) and note that this is in line with J. Cosine Embedding Loss. PyTorch – Freezing Weights of Pre-Trained Layers Back in 2006 training deep nets based on the idea of using pre-trained layers that were stacked until the full network has been trained. Code to follow along is on Github. A real example of positional encoding for 20 words (rows) with an embedding size of 512 (columns). The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit. 同时也因为softmax会产生这种结构. Embed Embed this gist in your website. Different encoder/decoder state sizes. Label smoothing loss. That may cause by the selection from the similarity matrix, selecting 10 best and 10 worse to be positive and negative examples makes the augmented data looks good on amounts, using only 700 sentences to get 24000 boosting on training data. Will be cast to a torch. A good idea is to pass it to the decoder along with word embedding. A face embedding is a vector that represents the features extracted from the face. Burges, Microsoft Research, Redmond The MNIST database of handwritten digits, available from this page, has a training set of 60,000 examples, and a test set of 10,000 examples. Here's an example code to explain the problem, which is modified from Robert Guthrie's previous code. The following are code examples for showing how to use torch. , Caffe blobs) are denoted by arrows, Caffe built-in layers are denoted by rectangles (computation) and ellipses (loss), layer collections by hexagons, our implemented layers by rounded rectangles. PyTorch is an optimized tensor library for deep learning using GPUs and CPUs. The curves are smoothed by average 1000 data points. LSTM regression using TensorFlow. This was followed by a brief dalliance with Tensorflow (TF) , first as a vehicle for doing the exercises on the Udacity Deep Learning course , then retraining some existing TF. import math math. The cosine of 0° is 1, and it is less than 1 for any angle in the interval (0,π] radians. Structures of training and test phase are given in Figs. The reasons for successful word embedding learning in the word2vec framework are poorly understood. After training it was an easy nearest neighbor search in descriptor space of training images to find object class and pose for the object present in test images. 添加对列表或者张量使用时 pack_padded_sequence 的调用支持#5133. 真正掌握一种算法,最实际的方法,完全手写出来。 LSTM(Long Short Tem Memory)特殊递归神经网络,神经元保存历史记忆,解决自然语言处理统计方法只能考虑最近n个词语而忽略更久前词语的问题。. We can use these weights and the embedded hierarchy to detect relations by simply computing hyperbolic distances between embedded points. Google的 K-80下全部数据运行一次要约11小时, 只用CPU的话要超过24小时. Word Embeddings in Pytorch¶ Before we get to a worked example and an exercise, a few quick notes about how to use embeddings in Pytorch and in deep learning programming in general. Pre-trained models and datasets built by Google and the community.
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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