TensorFlow Examples (aymericdamien)
TensorFlow Examples
0 - Prerequisite
Introduction to Machine Learning
Introduction to MNIST Dataset
1 - Introduction
Hello World
Basic Operations
TensorFlow Eager API basics
2 - Basic Models
Linear Regression
Linear Regression (eager api)
Logistic Regression
Logistic Regression (eager api)
Nearest Neighbor
K-Means
Random Forest
3 - Neural Networks
Simple Neural Network
Simple Neural Network (tf.layers/estimator api)
Simple Neural Network (eager api)
Convolutional Neural Network
Convolutional Neural Network (tf.layers/estimator api)
Recurrent Neural Network (LSTM)
Bi-directional Recurrent Neural Network (LSTM)
Dynamic Recurrent Neural Network (LSTM)
Auto-Encoder
Variational Auto-Encoder
GAN (Generative Adversarial Networks)
DCGAN (Deep Convolutional Generative Adversarial Networks)
4 - Utilities
Save and Restore a model
Tensorboard - Graph and loss visualization
Tensorboard - Advanced visualization
5 - Data Management
Build an image dataset
TensorFlow Dataset API
6 - Multi GPU
Basic Operations on multi-GPU
Train a Neural Network on multi-GPU
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4 - Utilities
Utilities
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