Cs 234 winter - Study guides, Class notes & Summaries

CS 234 Winter 2022: Assignment #2 Introduction In this assignment we will implement deep Q-learning, following DeepMind’s paper ([1] and [2]) that learns to play Atari games from raw pixels. The purpose is to demonstrate the effectiveness of deep neural networks as well as some of the techniques used in practice to stabilize training and achieve better performance. In the process, you’ll become familiar with PyTorch. We will train our networks on the Pong-v0 environment from OpenAI g...

CS 234 Winter 2020: Assignment #2 Introduction In this assignment we will implement deep Q-learning, following DeepMind’s paper ([mnih2015human] and [mnih-atari-2013]) that learns to play Atari games from raw pixels. The purpose is to demonstrate the effectiveness of deep neural networks as well as some of the techniques used in practice to stabilize training and achieve better performance. In the process, you’ll become familiar with TensorFlow. We will train our networks on the Pong...

CS 234 Winter 2020 Assignment 1 Due: January 22 at 11:59 pm