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Deep Learning Framework playground

Tensorflow

  • Linear regression
  • Logistic regression
  • Fully-connected network
  • Convolutional network
  • Variational auto-encoder
  • Deep Deterministic Policy Gradient (DDPG)

Keras

  • Simple network achieving 88% testing accuracy on cifar10
  • Transfer learning from tiny-imagenet to cifar10
  • Train a network to approximate XOR and MAX function

PyTorch

TODO: Implement various deep-rl algorithms including

  • Deep Q-Networks (DQN)
  • DDPG (Deep Deterministic Policy Gradient)
  • A3C (Asynchronous Advantage Actor-Critic)
  • TRPO (Trust Region Policy Optimization)
  • PPO (Proximal Policy Optimization)