Heya ! Feel free to scramble through my profile, or maybe Let me give you a tour myself hehehe. 😉
Let’s start with a small introduction. I'm Deva Nandan JS, but you can just call me Deva. I am pursuing an Integrated M. Tech in Artificial Intelligence & Machine Learning at VIT Bhopal , expected to graduate in May 2026. If my loss functions converge, I'll be looking for full-time opportunities!
As an AI/ML practitioner, I focus on building robust architectures that don't just work on my machine. I'm deep into Computer Vision, NLP, and Transformers. Whether it's estimating the speed of a tennis ball, building neural networks from scratch, or architecting a pipeline.
Don’t just take my word for it – check out some of my repos where I let the GPUs do the heavy lifting:
⚽🎾 Sports Analytics Ecosystem Contributing to a B2C sports analytics and coaching platform. I use YOLOv11s-pose model weights and RNN/LSTM with Dynamic Time Warping to scientifically prove the referee is wrong. Optimized inference performance through batch processing and ONNX Runtime to severely reduce processing time.
🪄 AI-Powered Virtual Mouse Built a gesture-controlled mouse using OpenCV and MediaPipe Achieving 95% accuracy.
💊 Biomedical QA System Fine-tuned a BioBERT transformer model using PyTorch to extract drug information from medical literature. Achieved high accuracy. Built a preprocessing pipeline for biomedical QA pairs.
🔬 Computational Prognostics Thesis
Working on "Computational Prognostics in Pathology:
WSI-Based Modeling Using Foundation Models and Multiple Instance Learning."
💻 Medical Document Automation Built an automated medical document processing system using Tesseract OCR and spaCy NLP with custom patterns to increase HCC coding accuracy by 75%..
Email: devanandanjs2004@gmail.com
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Attention-Based-Drug-QA-Model
Attention-Based-Drug-QA-Model PublicAn advanced Biomedical Question-Answering system designed to extract precise drug information from unstructured medical data. This model leverages an Attention-Gated Mechanism to prioritize relevan…
Python
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Computational-Prognostics-in-Pathology-WSI-Based-Modeling-Using-Foundation-Models-and-MIL
Computational-Prognostics-in-Pathology-WSI-Based-Modeling-Using-Foundation-Models-and-MIL PublicA Comparative Study of CLAM and TransMIL for Survival Prediction on TCGA-BRCA Using Foundation Model-Derived Whole-Slide Features
Python
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Deepfake-detection-and-sentiment-analysis-system-for-AI-generated-Image-Videos
Deepfake-detection-and-sentiment-analysis-system-for-AI-generated-Image-Videos PublicUser can input a video which will be processed to detect if its a deepfake or not, which will be passed to a sentiment analysis system that will determine if the AI generated image is harmful or no…
Python
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Football-Tactical-Analysis-AI-Coaching
Football-Tactical-Analysis-AI-Coaching PublicAutomated football tactical analysis system using Deep Learning and Object Tracking to extract real-time player stats, heatmaps, and passing networks directly from video.
Jupyter Notebook 6
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Virtual-Mouse-using-CV
Virtual-Mouse-using-CV PublicA virtual mouse controlled my hand gestures made using mediapipe hand model
Python
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Statistical-ML-Models-From-Scratch-Using-Mathematics
Statistical-ML-Models-From-Scratch-Using-Mathematics PublicNo scikit-learn. No TensorFlow. Building statistical ML models from just pure mathematics, NumPy, and robust software architecture. A collection of fundamental statistical machine learning models e…
Python
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