TensorFlow 2 SeriesJonathan Hui2 min read·Jan 21, 2021--ListenSharePress enter or click to view image in full sizeIn this series, we cover major topics in deep learning coding with TensorFlow 2 — for computer vision, NLP, and generative models. In the end, we go through coding examples categorized by each type of application.TensorFlow & KerasEarly versions of TensorFlow have major identity crises. So many APIs are proposed with split personalities…jonathan-hui.medium.comTensorFlow Custom training, Transfer learning & Custom layersIn this article, we discuss lower-level APIs in modeling, building, and training a model. This gives us more…jonathan-hui.medium.comTensorFlow Eager Execution v.s. Graph (@tf.function)By default, TF operations in 2.x are run in eager execution mode. For example, tf.matmul below executes immediately and…jonathan-hui.medium.comTensorFlow Dataset & Data PreparationIn this article, we discuss how to use TensorFlow (TF) Dataset to build efficient data pipelines for training and…jonathan-hui.medium.comTensorFlow Keras Preprocessing Layers & Dataset PerformanceWhile Keras provides deep learning layers to create models, it also provides APIs to preprocessing data. For example…jonathan-hui.medium.comTensorFlow Save & Restore ModelKeras API provides built-in classes to save models regularly during model fitting. To save a model and restore it…jonathan-hui.medium.comTensorFlow RNN modelsKeras has 3 built-in RNN layers: SimpleRNN, LSTM ad GRU.jonathan-hui.medium.comTensorFlow Automatic Differentiation (AutoDiff)Keras API can handle backpropagation with gradient calculation using the built-in methods. However, there are cases…jonathan-hui.medium.comTensorFlow Libraries and ExtensionsTensorFlow Datasetsjonathan-hui.medium.comTensorFlow Computer Vision & Deep Learning ExamplesReading code is one effective way to get professional in TensorFlow (TF). In this article, we reuse the examples in the…jonathan-hui.medium.comTensorFlow NLP Classification ExamplesIn the last article, we present TensorFlow coding examples on computer vision. Now, we will focus on NLP classification…jonathan-hui.medium.comTensorFlow Sequence to Sequence Model ExamplesSequence-to-sequence models are particularly popular in NLP. This article, as part of the TensorFlow sequence, will…jonathan-hui.medium.comTensorFlow BERT & Transformer ExamplesAs part of the TensorFlow series, this article focuses on coding examples on BERT and Transformer. These examples are:jonathan-hui.medium.comTensorFlow Generative Model ExamplesIn this article, we cover the TensorFlow generative models includes:jonathan-hui.medium.com
