Skip to content

hyes92121/MLDS2018SPRING-1

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

2018 Advanced Deep Learning course

HW1: exploring the training process

  • Comparing deep v.s. shallow models
  • Visualization of model parameter updates during training
  • Error surface visualization

HW2: seq2seq

  • Using encoder-decoder model for video caption generation and dialogue generation

HW3: GAN

  • Using DCGAN to conditionally generate anime faces (can specify hair color, eye color)

  • Exploring the limits of CycleGAN

HW4: reinforcement learning

  • Training a Pong agent with policy gradient
  • Training a DQN model to play Breakout
  • Training an actor-critic (A2C) model to play both Pong and Breakout (performance charted below)

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Jupyter Notebook 78.5%
  • Python 21.4%
  • Shell 0.1%