CMSC 818B Decision Making in Robotics

Python implementation of projects for Decision making in robotics

Project Contents

Approx_Algo_Metric_TSP

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

eil51 TSP Solution

Gaussian_Processes

Python Implementation of Gaussian Process Regression using Scikit Learn

problem4a_sol
problem4b_sol

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