Deep Learning Course

Generate Fake Data with Deep Convolutional Network

Introduction

TensorFlow Hello World

Basic Operations in TensorFlow

TensorFlow's Eager API

Load Data From Excel File with Pandas

Basic Models

TensorFlow Linear Regression

TensorFlow nonLinear Regression

TensorFlow Moon Classification

TensorFlow Circle Classification and Visualize with TensorBoard

Keras Circle Classification and Visualize with TensorBoard

Deep Models

TensorFlow CNN Classification on MNIST Data

Keras CNN Classification on MNIST Data

Using Callback in Keras

(Dog vs Cat) Keras Generate Batches of Tensor Image Data from Directory

Keras Generative Adversarial Network (GAN) on MNIST Data

Google Colab Files

Keras Cifar10 Convolutional Neural Networks

Keras LSTM on IMDB Dataset

Save and Load Keras Model (Jason and HDF5)