Work · 12 projects

Models, products & automations I've shipped.

Deep-learning research, conversational AI, telecom automation and full-stack products. Each one started with a real user problem and ended with something I could measure.

Airtel Business

Network Fault Impact Engine

3–5 hrs → 29 min

Mapped a high-friction telecom ops workflow, wrote the spec, designed REST API contracts and shipped automation that correlates network faults with impacted B2B services.

  • Python
  • Selenium
  • REST APIs
  • Tableau

Deep learning research

I2S-TFCKD Speech Enhancement

Teacher → student distillation

Reference implementation of intra/inter-set knowledge distillation with time-frequency calibration. DPDCRN teacher and student, MR-STFT + L1 losses, AMP and TensorBoard.

  • PyTorch
  • Knowledge Distillation
  • Audio
  • AMP

Conversational AI · IIT Bombay

Video Analyzer & TranscriptBot

Chat with any YouTube video

Conversational AI over YouTube transcripts. Ask questions, get grounded answers. It grew into the lab’s research collaboration platform and replaced scattered email threads.

  • Django
  • Flask
  • NLP
  • YouTube API

Multimodal ML

CLIP Multimodal Exploration

Zero-shot image ↔ text matching

Hands-on exploration of contrastive language-image pretraining: zero-shot classification and matching text snippets to images.

  • Python
  • PyTorch
  • Computer Vision
  • Embeddings

Healthcare ML

Anemia Predictor

Prediction from blood imagery

ML pipeline that predicts anemia from blood images and haematology values, served through a Flask app for clinicians and researchers.

  • scikit-learn
  • Flask
  • Jupyter
  • Healthcare

Voice automation

Multilingual IVR System

Self-serve phone journeys

Flask-based interactive voice response with multilingual menus, balance inquiry, caller tunes and live-agent forwarding over the Tiniyo voice API.

  • Python
  • Flask
  • Telephony API
  • Voice UX

EdTech product

Assignment Feedback System

60% less grading effort

Role-based feedback product for students, teachers and admins, shaped by testing with 20+ beta users and prioritising their 3 biggest pain points.

  • Flask
  • Tailwind
  • RBAC
  • User Feedback

IIT Bombay

Healthcare Research Modules

~40% faster data retrieval

Role-based Django modules that turned scientist requirements into specs and shipped them in iterative two-week releases.

  • Django
  • RBAC
  • Healthcare
  • Specs

Social impact

CareKitchen / FoodBridge

Donors ↔ NGOs ↔ people in need

Marketplace-style web app that connects food donors and NGOs with the people who need meals, so surplus food doesn’t go to waste.

  • Python
  • Flask
  • Marketplace

MERN ed-tech platform

KnowledgeHub

Create, learn, rate

Full-stack ed-tech platform where instructors publish content and learners consume and rate it.

  • MongoDB
  • Express
  • React
  • Node.js

Product experiment

FitTrack

Habit visibility, daily

A fitness tracker built to make daily health inputs fast to capture and easy to review.

  • Flask
  • Tailwind

Community product

GNDEC Network

Students ↔ alumni

A social network for GNDEC students and alumni, built for mentorship, referrals and community.

  • HTML
  • CSS
  • JavaScript

Go deeper

Want the discovery notes, specs or metrics behind any of these?