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hemanthjoseph's Projects

ai-for-robotics---udacity icon ai-for-robotics---udacity

A repository of my practice and solutions to the Problem Sets from the Artificial Intelligence for Robotics course taught by Sebastian Thrun on Udacity.

design-and-simulation-of-a-mobile-robot icon design-and-simulation-of-a-mobile-robot

Design a robot car using Solidworks. Convert it to a URDF (Universal Robot Description Format). Apply inertial physics to it, add a LIDAR sensor, controllers for motion control. Create a ROS package and run it in Gazebo.

dijkstra-based-contact-routing-graphs icon dijkstra-based-contact-routing-graphs

The principles and techniques for routing among ground elements and spacecraft in near-Earth orbit and deep-space are enacted in the Contact Graph Routing (CGR) framework. CGR blends a set of non-trivial algorithm adaptations, space operations concepts, time-dynamic scheduling and graph models like Dijkstra to build a Delay Tolerant Networks, DTN.

image-stitching icon image-stitching

Using the OpenCV computer vision library to stitch images of the same scene together.

ml-projects-with-deployment icon ml-projects-with-deployment

An end-to-end Machine Learning project from writing a Jupyter notebook to check the viability of the solution, to breaking down the same into modular code, creating a Flask web app integrated with a HTML template to make a website interface, and deploying on AWS and Azure.

mnist-classifier-nn-vs-cnn icon mnist-classifier-nn-vs-cnn

I used PyTorch to build a multiclass classifier. I made a simple Neural Network and a simple Convolutional Network architecture and compared their results.

sampling-based-path-planning-using-rrt-star-algorithm icon sampling-based-path-planning-using-rrt-star-algorithm

Using a sampling-based path planning algorithm such as the RRT* algorithm to generate the map and a path to traverse in the map. A variation was explored where randomly sampled new points were generated closer to the goal thus ensuring faster convergence.

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