edaaydinea / csmm101x-artificial-intelligence

This repository includes the projects of the CSMM101X - Artificial Intelligence course offered by Columbia University.

CSMM101X - Artificial Intelligence

This repository is included my python projects which I studied in Artificial Intelligence for MicroMaster at Columbia University.

Project Explanation of Artificial Intelligence Course

1. Week 2 Project - Search Algorithms

   • This project relates to creating an agent to solve the 8-puzzle game.

2. Week 4 Project - Adversarial Search and Games

   • This project relates to creating an agent to intelligantly play the 2048-puzzle game.

3. Week 7 Projects

   • (1) Perceptron Learning Algorithm
     • This project relates to implementing the PLA for linearly separable dataset.
   • (2) Linear Regression
     • This project relates to working on the linear regression with multiple features using gradient descent.
   • (3) Classification
     • This project relates to working on the support vector classifiers to learn a classification model for a chessboard

4. Week 9 Project - Constraint Satisfaction Problems

   • This project relates to implementing the AC-3 Aand backtracking algorithms to solve Sudoku puzzles.

5. Week 11 Project - NLP

   • This project relates to training a stochastic gradient descent classifier.