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Foundations-of-Artificial-Intelligence-CS5100-

Implements multiple algorithms in the PAC Man game. https://inst.eecs.berkeley.edu/~cs188/su21/projects/

Search: https://inst.eecs.berkeley.edu/~cs188/su21/project1/#introduction

  • Question 1: Finding a Fixed Food Dot using Depth First Search
  • Question 2: Breadth First Search
  • Question 3: Varying the Cost Function
  • Question 4: A* search
  • Question 5: Finding All the Corners
  • Question 6: Corners Problem: Heuristic
  • Question 7: Eating All The Dots
  • Question 8: Suboptimal Search

Multi-Agent Search: https://inst.eecs.berkeley.edu/~cs188/su21/project2/

  • Question 1: Reflex Agent
  • Question 2: Minimax
  • Question 3: Alpha-Beta Pruning
  • Question 4: Expectimax
  • Question 5: Evaluation Function

Reinforcement Learning: https://inst.eecs.berkeley.edu/~cs188/su21/project3/

  • Question 1: Value Iteration
  • Question 2: Bridge Crossing Analysis
  • Question 3: Policies
  • Question 4: Asynchronous Value Iteration
  • Question 5: Prioritized Sweeping Value Iteration
  • Question 6: Q-Learning
  • Question 7: Epsilon Greedy
  • Question 8: Bridge Crossing Revisited
  • Question 9: Q-Learning and Pacman
  • Question 10: Approximate Q-Learning

Machine Learning: https://inst.eecs.berkeley.edu/~cs188/su21/project5/

  • Question 1: Perceptron
  • Question 2: Non-linear Regression
  • Question 3: Digit Classification
  • Question 4: Deep Q-Learning

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