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kapeleshh/README.md

Typing SVG

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⚡ At a Glance

🧑‍💻 4+ Years in AI 📦 22 Public Repos 📄 3 Research Publications 🧠 6 AI Domains 🌏 Based in Japan
Production ML Systems Python · PyTorch · AWS IEEE · APSIPA · MDPI CV · NLP · EEG · LLMs · Edge · MLOps IIT Madras · KAIST

🛠️ Tech Stack

ML / Deep Learning

Python PyTorch TensorFlow scikit-learn HuggingFace

LLMs · NLP · RAG

OpenAI RAG Whisper Sentence Transformers LangChain Prompt Engineering Embeddings Fine-Tuning

Computer Vision · Neurotech · Signal

OpenCV YOLOv8 MNE Time Series BCI ERP / P300 qEEG Neuroimaging Cognitive Computing Brain Connectivity

MLOps · Edge · Cloud · DevOps

AWS Docker Kubernetes MLflow CI/CD Model Registry FastAPI TensorRT Jetson

🚀 Flagship Projects

💰 KashU — Investment Portfolio Tracker ⭐1

Privacy-focused, offline-first Flutter app to track stocks, mutual funds, metals, crypto & deposits in one place. Live prices via Yahoo Finance, CoinGecko & MFAPI.in. Smart search, asset allocation charts, FD/RD calculator, multi-currency support.

Flutter Dart Riverpod Hive Yahoo Finance CoinGecko

🏃 Fitness Coach — AI Wellness Platform

Transforms Garmin wearable data into actionable health insights via a Flutter app. 86 days of personal data: sleep, HRV, Body Battery, stress & activity. Roadmap includes GPT-4 AI coach, ML predictions & correlation analysis engine.

Flutter Dart Python FastAPI Garmin API OpenAI scikit-learn

🍳 Cookify — Multimodal AI Pipeline

Converts cooking videos → structured JSON recipes by fusing CV + ASR + NLP. Scene detection, IoU tracking, 70+ kitchen/ingredient classes, Flask webapp.

YOLOv8 Whisper spaCy OpenCV PyTorch FFmpeg

🧩 Pathfinder-LLM — LLM Tree-Search Planner

Mistral-7B + A* / MCTS / Beam Search solving 155 Sokoban puzzles. Multi-agent framework, 6 AI personas, consensus & strategy adaptation.

Mistral-7B Transformers NetworkX FastAPI PyTest

🧠 qEEG Toolkit — Clinical EEG Suite

Production-ready EEG package: preprocessing, spectral analysis, epileptiform detection, ML classification. Dockerized with CLI, targeting ADHD/anxiety/autism research.

MNE-Python scikit-learn SciPy Docker PyWavelets

⚡ EEG-P300 / RSVP — Real-Time BCI ⭐2

Real-time RSVP EEG classification at 100–120 images/min for cognitive experiments. Stimulus-response tagging with deep learning signal processing.

EEG Deep Learning Signal Processing BCI Python
📂 More Projects
Repo Domain Stack
STS-ja Japanese Semantic Similarity (fraud/duplicate detection) Sentence-Transformers · Japanese NLP · HuggingFace
MITCriticalCare ICU Mortality Prediction on MIMIC dataset scikit-learn · Pandas · Clinical ML
stock-price ⭐3 Stock price forecasting Jupyter · Time-Series · Python
fewshotlearning Few-shot learning experiments PyTorch · Python
BlockchainA-Z Blockchain fundamentals implementation Python

📊 GitHub Dashboard

GitHub Streak

Activity Graph

📚 Research Publications

📄 Kapeleshh KS et al. (2024) — Exploring Brain Connectivity Patterns and Cognitive Resilience in Aging: LEMON Dataset.
APSIPA ASC 2024  ·  DOI →
🧬 Poster: Label Distribution Learning for Memory Decline using EEG.
IEEE EMBS 2024
🏥 Krishnamurthy S., Kapeleshh KS et al. (2021) — ML prediction models for CKD using Taiwan claims data.
Healthcare, MDPI  ·  Link →

💬 Let's Collaborate

Open to AI/ML projects, research collaborations, and opportunities.

LinkedIn Email


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"Building AI systems that actually ship — from edge devices to cloud pipelines."

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  1. qeeg-toolkit qeeg-toolkit Public

    Python 1

  2. cookify2 cookify2 Public

    Python

  3. pathfinder-llm pathfinder-llm Public

    Python

  4. EEG-P300 EEG-P300 Public

    Jupyter Notebook 2

  5. kashU kashU Public

    Dart

  6. fitness_coach fitness_coach Public

    Dart