Animesh Bala Ani's Projects
Config files for my GitHub profile.
Contains ROS2 packages to run robot car to collect annotated camera images while controlled by Gamepad. Also contains packages to run a robot car autonomously with a trained neural network.
A Python Fast API Template for Machine Learning Applications to Receive HTTP POST Request and Respond Accordingly.
A repository containing GIF files for different Git Repositories.
Templates for Named Entity Recognition from Text and Spreadsheets using RegEx and Machine Learning (Spacy, Hugging Face) Models. (repo is under construction)
Random Anime Face Generation with Generative Adversarial Networks. DCGAN and WGAN-GP are used.
A Python based API Template built on FastAPI framework for ML and AI applications.
A collection of ROS2 sample applications for the NVidia JetBot to run in AWS RoboMaker. This repository includes sample applications for simple motion, line following, SLAM and GMapping.
ROS2 version of AWS RoboMaker Race Track World. The original version provided by Amazon only supports ROS1. I modified it for ROS2 support.
ROS2 version of AWS RoboMaker Race Track World. The original version provided by Amazon only supports ROS1. I modified it for ROS2 support.
Colorization of Image with Generative Adversarial Network (Pix2Pix).
Jetson Nano Setup without Monitor for JetBot Build. JupyterLab, ROS2 Dasing, Torch, Torch2trt, ONNX, ONNXRuntime-GPU and TensorFlow Installation Included. JupyterLab doesn't require Docker Container.
Headless Raspberry Pi Setup with Jupyter Lab in Private Network Without Monitor. ROS Melodic, Deep Learning Modules and AWS Greengrass Setup Included. (Animesh Bala, Dr. Li Bai)
Car Localization with Semantic Segmentation, using UNet. Dice Score: 0.89, Pixel to Pixel Accuracy: 99.07%.
A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)
Custom design for MAL Anime/Manga List
Pneumonia Detection in Chest X-ray Image with EfficientNet-B7. Accuracy = 87.98%, Precision = 100%, Recall = 83.87%, F1 Score = 91.23.
ROS 2 Package to Publish Camera Image as sensor_msgs/Image message. Compatible with Raspberry Pi 64 Bit OS. ROS cv_bridge package is not required.
Install ROS 2 Dashing on Raspberry Pi 64 Bit (RaspiOS arm64)
ROS 2 CLI Tutorial for Myself
Computer Vision & Deep Learning Repository for Autonomous Driving of Jetson Nano/Raspberry Pi controlled Miniature Robot Cars. The Deep Learning models are trained to mimic robot car driving controlled by gamepad.
Temple Race Car Project (Animesh Bala, Michael Nghe, Dr. Li Bai) Deep Learning Repository. Contains Computer Vision Software for Processing Collected Images to make Steering Decisions.
A web crawler written in JavaScript for learning purpose