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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.