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https://github.com/yashbansod/cmsc_818b_decision_making_in_robotics

Python implementation of projects for Decision making in robotics
https://github.com/yashbansod/cmsc_818b_decision_making_in_robotics

decision-making gaussian-processes neural-network planning python q-learning reinforcement-learning robotics tsp

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Python implementation of projects for Decision making in robotics

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# CMSC_818B_Decision_Making_in_Robotics
Python implementation of projects for Decision making in robotics

## Project Contents

### [Approx_Algo_Metric_TSP](./Approx_Algo_Metric_TSP/)

Python Implementation of MST based 2-approximation algorithm for solving Metric TSP

eil51 TSP Solution

## [Gaussian_Processes](./Gaussian_Processes/)

Python Implementation of Gaussian Process Regression using Scikit Learn

problem4a_sol

problem4b_sol

## [Q_learning](./Q_learning/)

Python implementation of Q-learning using Neural Networks

Solved Mountain Car Problem:

solved_mountaincar

Policy Visualization for Problem 1 (Unmodified Reward) (Experiment 2 in writeup):

problem1_sol_exp_2

Policy Visualization for Problem 1 (Unmodified Reward) (Experiment 1 in writeup):

problem1_sol_exp_1

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