examples

tensorpack examples

Training examples with reproducible and meaningful performance.

Vision:

• An illustrative mnist example with explanation of the framework
• A tiny SVHN ConvNet with 97.8% accuracy
• DoReFa-Net: binary / low-bitwidth CNN on ImageNet
• ResNet for ImageNet/Cifar10/SVHN
• Inception-BN with 71% accuracy
• InceptionV3 with 74% accuracy (similar to the official code)
• Fully-convolutional Network for Holistically-Nested Edge Detection(HED)
• Spatial Transformer Networks on MNIST addition
• Load a pretrained AlexNet or VGG16 model.

Reinforcement Learning:

• Deep Q-Network(DQN) variants on Atari games
• Asynchronous Advantage Actor-Critic(A3C) with demos on OpenAI Gym

Unsupervised:

• Generative Adversarial Network(GAN) variants, including DCGAN, Image2Image, InfoGAN

Speech / NLP:

• LSTM-CTC for speech recognition
• char-rnn for fun