Deep Learning Topics

Multilayer Perceptron (MLP)

Convolutional Neural Networks (CNNs)

• Regions with CNN Features (R-CNN)

Recurrent Neural Networks (RNNs)

• Long Short-Term Memory Networks (LSTMs)

Autoencoders (AEs)

• Variational Autoencoders (VAEs)
• DFC-VAE
• InfoVAE

Generative Adversarial Networks (GANs) | Wenbin, 09/28/2018 (slides)

• Vanilla GAN (https://arxiv.org/abs/1406.2661)
• Conditional GAN (https://arxiv.org/abs/1411.1784)
• InfoGAN (https://arxiv.org/abs/1606.03657)
• Wasserstein GAN (https://arxiv.org/abs/1701.07875, https://arxiv.org/abs/1704.00028)
• f-GAN (https://arxiv.org/abs/1606.00709)
• cycle-GAN (https://arxiv.org/abs/1703.10593)

Reinforcement Learning

• DQN | Junpeng, 10/19/2018 (slides)
• A3C
• AlphaGo

One Shot Learning

Transfer Learning

• Style Transfer