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A-List of all the Assignment done in Artificial Intelligence Course @IIIT-D

Python 80.67% Jupyter Notebook 0.73% Shell 0.01% PowerShell 0.01% C 1.48% C++ 2.61% CMake 0.25% Makefile 0.76% M4 0.05% TeX 0.23% JavaScript 10.17% CSS 0.01% HTML 2.33% Smarty 0.04% Fortran 0.02% Java 0.01% MATLAB 0.01% Prolog 0.61% Less 0.01%
astar-algorithm ida-star-algorithm constraint-satisfaction-problem breadth-first-search depth-first-search n-puzzle reinforcement-learning q-learning sarsa-learning genetic-algorithm memetic-algorithms ant-colony-optimization minimax-algorithm alpha-beta-pruning

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Artificial-Intelligence-Assignments

Assignment-1

  • Solved N-Puzzle problem for (N=8, 15, 24..) using:-
    • Breadth First Search Algorithm
    • Depth First Search Algorithm
    • A* Algorithm
    • Iterative Deepening A* Algorithm (IDA*)
  • Solved NxN Search based problem usign above mentioned algorithms such that no two-neighbours can have same color.

Assignment-2

  • Created an AI of Tic-Tac-Toe using Minimax and Alpha Beta Pruning Algorithm.
  • Time Table Scheduling using Genitic, Memetic and Constraint Satisfaction Problem (CSP) Algorithm.

Assignment-3

  • Implemented Ant Colony Optimization Technique for Travelling Salesman Problem on a random Graph.

Assignment-4

  • Reinforcement Learning Trained an AI agent using Q-Learning Approach for a static environment.
  • Reinforcement Learning Trained an AI agent using State-Action-Reward-State-Action(SARSA) Approach for a static environment.

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