Artificial Intelligence Systems

This repository contains three projects. These projects demonstrate diverse types of Artificial intelligence systems.

Genetic algorithms

Found under the genetics folder, the project aimed to find the best possible armor set for a given character using genetic algorithms. Characters had thousands of items to chose from.

The project was implemented with a recurring pipeline. This pipeline had as input the entire population at generation n and outputed the generation at n+1

The pipeline:

• Replacer: gets the parents wchich will breed
• combinator: picks couples
• combinator: breedss couples
• mutator: mutates offsprings
• Replacer: mixes offspring and old population

Neural networks

This project implemented a multiplayered neural network wchich had to generalize a terrain based on certain place and height measurements.

The neural network implemented and offered several features such as adaptative eta and momentum.

Search

This project implements a solver for the rolling cubes game. Several heuristics were implemented and a cost function was constructed.

The search algorithms implemented where:

• Breath first search
• Depth first search
• Iterative deepening depth first search
• A star
• Greedy