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CSS601A2 - Introduction to Artificial Intelligence Assignment 2

This assignment deals topics such as reinforcement learning and Markov Decision Processes. Questions as well as responses are written in LaTeX.

Question 1 - Search Algorithms

Covers DFS, BFS, Best First Search and A* Search. Also covers admissibility and consistency.

Question 2 - Self Driving Car Simulator

Covers the concepts of reinforcement learning. Uses A* Search.

Question 3 - Markov Decision Process

Determine optimal policy $\pi$ for a taxi pickup MDP model with given $V_0$ and $\gamma$. Compute three iterations.

Question 4 - Q-Learning with OpenAI gym

Implements a basic Q-Learning algorithm for FrozenLake environment assuming $\gamma=0.95$ and charts episodic return.

Question 5 - Word Similarity using Natural Language Processing

Process text corpus of movie review and use Singular Value Decomposition (SVD) to generate word vectors, and compare with Word2Vec from gensim on basis of cosine-similarity.

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