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stabgan/README.md

Kaustabh Ganguly

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

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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-multimodalMCP server for OpenRouter — text + image via 200+ models
saakiICU mortality prediction for sepsis-AKI · MIMIC-IV · AUROC 0.80
biogemmaGemma 3 1B fine-tuned on medical corpus for clinical NLP
icd10cmICD-10-CM browser — 70K+ diagnosis codes · MongoDB + Node.js
Recurrent-Neural-NetworksStock price prediction using LSTMs
GANs-using-pyTorchGAN from scratch in PyTorch
HuggingFace Models8 fine-tuned models + 10 datasets

research

5 peer-reviewed papers · Springer · IEEE · Elsevier

PaperVenue
FemmeBand: IoT Smart Security Band using EMG SensorsSpringer 2022
HeartHealth: Multi-Attribute Heart Monitoring via Fuzzy-TOPSISIEEE 2021
Predicting Bradycardia & AFib using Fuzzy Logic + IoTElsevier 2021
ValveCare: Fuzzy-Based Heart Disease Prediction with IoTSpringer 2021
SafeBand: IoT Smart Security Band with Instant SOSSpringer 2021

tools

PyTorchTransformersscikit-learnLangChainLangGraphDSPySHAPW&BAWSBedrockRedshiftPostgreSQLSnowflakeDockerTerraformPythonSQLJavaGoBashR


Lead guitarist 🎸 · Gamer 🎮

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  1. openrouter-mcp-multimodalopenrouter-mcp-multimodalPublic

    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 73 25

  2. awesome-loss-functionsawesome-loss-functionsPublic

    📚 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…

    3 1

  3. mcp-icd10mcp-icd10Public

    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-mcpsteelmind-mcpPublic

    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