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stabgan (Kaustabh Ganguly) · GitHub

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stabgan/README.md

Kaustabh Ganguly

Senior AI/ML Engineer · Gracenote (Nielsen) · MTech Industrial AI · IIT Madras

I build systems that think — production ML pipelines, fine-tuned language models, clinical AI, and data platforms at scale.

Currently into embedding fine-tuning, neural machine translation with DSPy, agentic workflows, LLM-as-a-Judge evaluation, and AWS Bedrock engineering.

experience

2025 – now    Senior AI/ML Engineer        Gracenote (Nielsen)
2023 – 2025   Data Architect & Scientist   TCS → J&J MedTech
2022 – 2023   COE R&D Software Engineer    TCS → J&J
2020 – 2022   Data Engineer → Lead         TCS → J&J Vision
2022 – 2024   MTech Industrial AI          IIT Madras
2016 – 2020   BTech Information Tech       KGEC

selected work
openrouter-mcp-multimodal MCP server for OpenRouter — text + image via 200+ models
saaki ICU mortality prediction for sepsis-AKI · MIMIC-IV · AUROC 0.80
biogemma Gemma 3 1B fine-tuned on medical corpus for clinical NLP
icd10cm ICD-10-CM browser — 70K+ diagnosis codes · MongoDB + Node.js
Recurrent-Neural-Networks Stock price prediction using LSTMs
GANs-using-pyTorch GAN from scratch in PyTorch
HuggingFace Models 8 fine-tuned models + 10 datasets

research

5 peer-reviewed papers · Springer · IEEE · Elsevier

Paper Venue
FemmeBand: IoT Smart Security Band using EMG Sensors Springer 2022
HeartHealth: Multi-Attribute Heart Monitoring via Fuzzy-TOPSIS IEEE 2021
Predicting Bradycardia & AFib using Fuzzy Logic + IoT Elsevier 2021
ValveCare: Fuzzy-Based Heart Disease Prediction with IoT Springer 2021
SafeBand: IoT Smart Security Band with Instant SOS Springer 2021

tools

PyTorch Transformers scikit-learn LangChain LangGraph DSPy SHAP W&B AWS Bedrock Redshift PostgreSQL Snowflake Docker Terraform Python SQL Java Go Bash R

Lead guitarist 🎸 · Gamer 🎮

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  1. openrouter-mcp-multimodal openrouter-mcp-multimodal Public

    MCP server for OpenRouter — chat with 300+ LLMs (Claude, Gemini, GPT), analyze images / audio / video, generate images / speech / music / video (Veo 3.1, Sora, Seedance, Wan) from Claude Desktop, C…

    TypeScript 84 26

  2. awesome-loss-functions awesome-loss-functions Public

    📚 350+ loss functions across 25+ AI subdomains — classification, GANs, diffusion, LLM alignment, RL, contrastive learning, audio, video, time series, and more. Chronologically ordered with paper li…

    5 1

  3. mcp-icd10 mcp-icd10 Public

    Offline MCP server for ICD-10-CM, ICD-9-CM, ICD-10 WHO code lookup with GEMs crosswalk. 124K codes, 102K mappings. Zero API keys, zero network calls.

    Python 3 2

  4. steelmind-mcp steelmind-mcp Public

    Research-grounded structured thinking + steel-manning verification for AI agents via MCP. Sequential step tracking with cognitive mode separation. Backed by 43+ papers.

    TypeScript 1

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