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Data Scientist  ·  AI Systems

I build production‑grade

From cattle health computer vision to portfolio analytics to multilingual voice chatbots — I turn notebooks into shipped products that reach real users.

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Computer Vision LLMs & RAG MLOps FastAPI PyTorch
Aftaab Hussain presenting at a podium during a Silofortune demonstration
Open to new roles Bengaluru, IN
0
App Downloads
GauSampurna on Play Store
0
Daily Paid Scans
Via WhatsApp & the app
0
Govt. Polyclinics
Paid POC with Govt. of Karnataka

Flagship Projects

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GauSwastha cattle scanner
01 → Featured
Computer Vision Govt. Deployed 100K+ Downloads
GauSwastha — Cattle Health AI
Camera-only livestock health scanner detecting illness, weight, breed, and milk yield. Deployed with the Government of Karnataka across 30+ polyclinics and 500+ daily paid scans.
Live Demo → Case Study
Rice grains with an overlay showing head-grain 63.4%, broken 32.1%, impurity 0.8% — OptiRice quality check
02
SegmentationQC
OptiRice
Automated rice grain quality scoring via segmentation and regression heads.
Farmer in an orange turban speaking to a phone in a green field, with a Hindi voice chat bubble asking which crop to plant
05
LLMVoice
Agri Voice Chatbot
Multilingual EN/HI/KN voice assistant with Whisper + Groq.
[ route map + clusters ]
04
OptimizationOR-Tools
Orbis — Route Planner
50 stops planned in <2s. Cut driver km by 15%.
[ crop recommendation map ]
06
Agri ML
Crop Rec. Engine
Location-aware crop recommendations using weather, soil, and price data.
Isometric illustration of GPT-2 architecture rendered as a modular factory tower — transformer blocks stacked with attention heads, MLP chamber, residual bypass pipes, and a token-embedding conveyor at the base
03 → Featured
LLM Built from Scratch PyTorch
GPT-2 from Scratch
Reimplemented the 124M GPT-2 stack in PyTorch — custom multi-head attention, GELU, layernorm, transformer blocks — and pretrained it on a medical-textbook corpus tokenised with tiktoken. Next up: fine-tuning MedGemma to add tool-calling.
Read the deep dive → GitHub
More work
Voice chatbots · Crop recommendation engine · and more side projects

AI Playground

All demos →
Live
Computer Vision
GauSwastha Scanner
Upload a cattle photo. Model returns posture score, BCS, breed estimate, and health flags in ~1 second. Same model in production with the Govt. of Karnataka.
Open demo →
Live
LLM · RAG
Agri Domain Chatbot
Fine-tuned LLaMA 3 8B on agricultural data. Ask about crops, livestock, soil, or weather in English, Hindi, or Kannada. Grounded with RAG.
Open demo →
Live
Segmentation
OptiRice Quality Check
Upload a rice grain sample image. Get whiteness score, broken ratio, and impurity percentage from the segmentation model instantly.
Open demo →

Blog & Experiments

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Building AI systems
that actually ship.

I'm a data scientist focused on the gap between a working notebook and a production system that real users depend on. I've deployed models with government agencies, fintech platforms, and agricultural cooperatives — systems that have to work, not just benchmark well.

About & Timeline →
Computer Vision
LLMs & RAG
MLOps & Deployment
Optimization (OR)
Financial ML

Experience

Full timeline →
Dec 2025 —
Present
Data Scientist
Perfios  ·  Bengaluru, India
Working on NLP and entity-resolution systems for credit-risk pipelines. Shipped an ICD family classifier over health-insurance claims, and currently researching a bank-narration entity-matching engine that has to stay accurate at millions of transactions per day.
DIET-based ICD family classifier · 94% accuracy · 91 F1
Handled severe class imbalance via targeted data augmentation
Researching entity matching on bank narrations · target: millions of txns/day
Jun 2024 —
Dec 2025
Founding Member & Data Science Lead
Silofortune  ·  Karnataka, India
Led data science for a camera-only livestock health platform. Built the 22-model CV stack — YOLO detectors, pose estimation, segmentation, monocular depth, and regression heads — that powered GauSwastha and GauSampurna end-to-end.
400–500 paid scans per day via WhatsApp + API
AWS Lambda inference optimised 14s → 4s
State-level validation · Govt. veterinary hospitals, Karnataka
5× labelled dataset via human-in-the-loop engine
Sep 2021 —
Jun 2024
Founding Member & Data Science Lead
AltQube  ·  Bengaluru, India
Joined as an intern analysing crude-tanker movement as trading signals; grew into a founding member owning product vision and engineering for a broker-agnostic investment platform covering mutual funds and AI-powered equity portfolios.
12 FastAPI microservices · market + alt-data (Google Trends, FII flows, tanker density, macro)
Markowitz recommendation engine cut portfolio risk ~25%
Portfolio Health microservice · <500ms response
Hired the tech & product team · shipped to Google Play
2021 —
2025
B.E. Information Science & Engineering
Ramaiah Institute of Technology  ·  Bengaluru, India
Specialised in machine learning and systems engineering. Ran the AltQube and Silofortune roles in parallel with coursework.