buaaxukan/Tensorflow-Tutorial

Tensorflow tutorial from basic to hard

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If you'd like to use PyTorch, no worries, I made a new PyTorch Tutorial just like Tensorflow. Here is the link: https://github.com/MorvanZhou/PyTorch-Tutorial

Tensorflow 2017 Tutorials

In these tutorials, we will build our first Neural Network and try to build some advanced Neural Network architectures developed recent years.

All methods mentioned below have their video and text tutorial in Chinese. Visit 莫烦 Python for more.

• Tensorflow basic

  • Session
  • Placeholder
  • Variable
  • Activation

• Build your first network

  • Regression
  • Classification
  • Save and reload
  • Optimizers
  • Tensorboard
  • Dataset

• Advanced neural network

  • CNN
  • RNN-Classification
  • RNN-Regression
  • AutoEncoder
  • DQN Reinforcement Learning
  • GAN (Generative Adversarial Nets) / Conditional GAN

• Others (WIP)

  • Dropout
  • Batch Normalization
  • Visualize Gradient Descent

Regression

Classification

CNN

RNN

Autoencoder

GAN (Generative Adversarial Nets)

Dropout

Batch Normalization

Visualize Gradient Descent

Donation

If this does help you, please consider donating to support me for better tutorials! Any contribution is greatly appreciated!