Ceng 491 - Project Kickoff Document Template printable pdf download

Ceng 491 - Project Kickoff Document Template

CEng 491 -- Project KickOff Document Template

“MasteRookie Player” KickOff Document

Description

“MasteRookie Player” project has been proposed to create an AI to play 2d games which

have partially or fully observable deterministic, dynamic, episodic, single-agent environments .

Generally, these kind of products are based on a predefined logic when choosing the correct moves

in the game. In contrast, our product will minimize this and will learn to play itself. The product

could serve as an automation for time-consuming tasks for people or for experimentation with

games.

Work Packages (Master feature list)

# WP

Term

WP Title

Estimated # of

man-months

491

Research on ML basics, implementations, literature search

and tool and specifying game types to work on.

491

Supervised learning algorithm implementations,neural

networks and deep learning on selected game types.

491

First comprehensive player agent for (pacman,flappy

bird,mario etc.) implemented with supervised learning

algorithms for mid-term and final demo.

492

Research on Reinforcement learning, Deep Reinforcement

learning and implementations.

492

Integrating supervised learning and reinforcement learning

and implementation on a selected game.

492

Improving and integrating proper learning algorithms,

environment and APIs for the final product.

492

Final game agent development and testing on 1-2 games.

Bonus 492

Agent for strategy game(s).

Bonus 492

Agent for multi-agent game(s).

Ceng 491 - Project Kickoff Document Template