HemanthJoseph's repositories

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.

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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.

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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.

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Dijkstra-Path-Planning-Mobile-Robot

Using Dijkstra Path Planning algorithm to solve the shortest path problem for a mobile robot.

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Kinematics-and-Dynamics-on-Kuka-IIWA-Robot-Arm

Calculated DH parameters and evaluated the Forward Kinematics, Inverse Kinematics and Dynamics on the Kuka iiwa Robot Arm

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MEDUSA-An-Urban-Search-And-Assistance-Drone

A novel product, a drone, to help with Emergency Services.

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Path-Planning-a-Turtlebot-using-A-Star-Algorithm-in-ROS

Using A* algorithm to generate a path for a non-holonomic robot like the Turtlebot. Use the path generated to move the robot along that path in a Gazebo environment.

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Stereovison-Depth-Mapping

Using the OpenCV computer vision library and NumPy to use two images of the same scene together and estimate the depth of the objects in it through Epipolar geometry.

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Basic-Machine-Learning-for-Breast-Cancer-Detection

Using simple ML algorithms like Logistic Regression, Decision Trees, Random Forests from the Scikit learn library to classify breast cancer data

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Histopathological-Cancer-Detection-Using-Deep-Learning

Building a Deep Learning model based on Convolutional Neural Networks to help create a model which can classify histopathological slide images of lymph node sections and determine if a certain image has metastatic tissues.

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Lane-Detection-with-Turn-Prediction-for-Self-Driving

Using traditional computer vision techniques to detect lanes on the road. Also done here is finding out the curvature of the road which is used to predict turns.

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Monocular-Visual-Odometry

Final Project in Perception for Autonomous Robots ENPM 673

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urban_search_and_rescue

ROS1 package for search and rescue in C++ using move_base and gmapping package.

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Affine-Structure-from-Motion

Applying the the Affine SfM pipeline for 3D scene reconstruction.

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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.

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Deep-Learning-from-Scratch

An in-depth understanding of Deep Learning fundamentals only using Python and the NumPy library.

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Generative-Adversarial-Network-on-MNIST-dataset

Creating a straightforward GAN by replicating Ian Goodfellow's original GAN paper and using it to generate fake MNIST data.

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Human-Emotion-Acquisition-And-Recognition-Technology

Using the principles of Product Development and Product Management to design robot architectures for Human Robot Interactions.

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Image-Stitching

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

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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.

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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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SLAM-from-Scratch

Performing SLAM from Scratch using only Python.

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sudoku_repository

code for all sudoku files

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