Assignments for "INF8215: Methods and Algorithms for Artificial Intelligence"

Description

These are the 3 assignments for the INF8215: Methods and Algorithms for Artificial Intelligence, taught by Prof. DANIEL ALOISE. The content of this course is very similar and inspired from the content of the CS 188: Introduction to Artificial Intelligence course at UC Berkeley.

Members:

• Amine BELLAHSEN
• Sanae LOTFI
• Théo MOINS

Assignment 1 : search methods [Python]

Implemented methods: search trees, A* search algorithm and Variable Neighborhood Search (VNS).

Statement in English

Solution in French.

Assignment 2: Prolog, logic programming and constraint programming [Prolog&MiniZinc]

Using constraint programming to solve two combinatorial problems and logic programming to extract information.

Statement in English

Solution:

Exercise 1
Exercise 2
Exercise 3
Exercise 4
Report in French.

Assignment 3: Machine Learning [Python]

Implementation of softmax regression, data preprocessing and InclassKaggle challenge.

Statement in English

Solution in French.