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CS 234

ASSIGNMENT 2

2021/2022. 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 gym, ...
CS 234 ASSIGNMENT 2 2021/2022.
Last document update:
ago
CS 234

ASSIGNMENT 2

2021/2022. 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 gym, ...
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