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ChaitanyaParate/README.md

Chaitanya Parate

B.Tech Computer Science · MIT-WPU, Pune · Expected 2027 Medical imaging, embedded firmware, local AI systems. Open to ML/AI research internships.

Work

DeskAI Local-first desktop AI daemon for Linux. Runs as a systemd user service with UNIX socket IPC. Supports streaming LLM inference via Ollama with offline/online switching.

SE-Attention-Half-UNet Custom medical image segmentation model built for polyp detection. Combines attention gates and Squeeze-and-Excitation blocks with BCE-Dice hybrid loss and AMP training. Evaluated on the Kvasir-SEG dataset.

ResNet50 From Scratch Full ResNet-50 in PyTorch without torchvision, trained on Imagenette. Wired to a live ESP32-CAM stream for real-time inference via OpenCV.

Brain Tumor Classification Encoder-only Half-UNet repurposed for binary MRI classification. Achieved ~98% accuracy on the Kaggle brain tumor dataset.

stm32-hyperloop-embedded STM32 firmware written in C for Hyperloop pod development. Implements a custom Bluetooth bootloader, FreeRTOS BMS/VCU braking system, 3-phase inverter PWM control, and CAN bus. Built for Team Vegapod, represented MIT-WPU at European Hyperloop Week 2025.

Open Source

  • metatensor/metatrain - ML library for atomistic simulations in computational chemistry. Fixed edge case where zero-sized validation splits caused failures in training pipelines · PR #1003

Stack

Languages: Python · C · C++ ML/DL: PyTorch · scikit-learn · Albumentations · Ollama Embedded: STM32 HAL/LL · FreeRTOS · UART · CAN · SPI · ADC · DMA Systems: Linux · systemd · UNIX sockets

Contact

LinkedIn · [email protected]

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  1. Deskai Deskai Public

    Local-first desktop AI daemon that runs fully offline. Tracks active desktop context, exposes a CLI, streams responses from local LLMs via Ollama, and runs as a systemd user service. Built for syst…

    Python 1

  2. SE-Attention-Half-UNet SE-Attention-Half-UNet Public

    Implementation of a compact Attention Half U-Net with Attention Gates and Squeeze-and-Excitation blocks for medical image segmentation. Features a modular PyTorch pipeline, BCE-Dice hybrid loss, mi…

    Python 2

  3. Modified-Half-UNet-for-Medical-Image-Classification Modified-Half-UNet-for-Medical-Image-Classification Public

    A modified Half-UNet model for brain tumor classification using MRI scans. This project repurposes the UNet architecture for classification by integrating dense layers at the bottleneck. Built with…

    Python

  4. ResNet50-From-Scratch-Pytorch-Imagenette ResNet50-From-Scratch-Pytorch-Imagenette Public

    Custom ResNet-50 from scratch in PyTorch, trained on Imagenette. Bottleneck blocks, projection skip connections, label smoothing, LR scheduling, and live inference via ESP32-CAM stream.

    Python

  5. stm32-hyperloop-embedded stm32-hyperloop-embedded Public

    STM32 firmware projects: custom BT bootloader, FreeRTOS BMS/VCU braking system, 3-phase inverter control, multi-channel ADC, and on-device ML inference. Built in C using HAL/LL drivers.

    C 2 1