https://github.com/vermouth1992/deep-learning-playground

Deep Learning Framework Playground
https://github.com/vermouth1992/deep-learning-playground

deep-learning deep-reinforcement-learning keras machine-learning pytorch tensorflow

Last synced: about 2 months ago
JSON representation

Deep Learning Framework Playground

• Host: GitHub
• URL: https://github.com/vermouth1992/deep-learning-playground
• Owner: vermouth1992
• License: apache-2.0
• Created: 2017-03-03T12:21:48.000Z (almost 8 years ago)
• Default Branch: master
• Last Pushed: 2024-11-11T02:02:02.000Z (2 months ago)
• Last Synced: 2024-11-11T03:17:38.080Z (2 months ago)
• Topics: deep-learning, deep-reinforcement-learning, keras, machine-learning, pytorch, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 1.36 MB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# 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)