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Shiva Kumar Tekumatla's Projects

deep-neural-networks icon deep-neural-networks

Multi-layer neural network to classify images of fashion items (10 different classes) from the Fashion MNIST dataset from scratch

dyna-q icon dyna-q

Solving Dyna Maze problem from example 8.1 of Richard S Sutton's RL Book using Dyna-Q algorithm

iclocs icon iclocs

Imperial College London Optimal Control Software (ICLOCS)

mdp-dynamicprogramming icon mdp-dynamicprogramming

Policy Generation for Mobile Robot in obstacle environment using Policy Iteration , Generalised Policy Iteration , and Value Iteration in both Deterministic , and Stochastic Models. Here process is assumed to be Markov Decision Process , and the problem is solved using Dynamic Programming

monte-carlo icon monte-carlo

Monte Carlo with exploring start and on-policy first visit

mpc-for-ddmr icon mpc-for-ddmr

Model predictive control for differential drive mobile robot

pangolin icon pangolin

Python binding of 3D visualization library Pangolin

pilco icon pilco

Using Pilco algorithm to find a controller for few robotic problems

python icon python

All Algorithms implemented in Python

ransac icon ransac

This program is written to understand RANSAC. For a given set of coordinates , this program finds the best-fit straight line using RANSAC

rlai-exercises icon rlai-exercises

Exercise Solutions for Reinforcement Learning: An Introduction [2nd Edition]

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