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.
Work · 12 projects
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
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.
Deep learning research
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.
Conversational AI · IIT Bombay
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.
Multimodal ML
Zero-shot image ↔ text matching
Hands-on exploration of contrastive language-image pretraining: zero-shot classification and matching text snippets to images.
Healthcare ML
Prediction from blood imagery
ML pipeline that predicts anemia from blood images and haematology values, served through a Flask app for clinicians and researchers.
Voice automation
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.
EdTech product
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.
IIT Bombay
~40% faster data retrieval
Role-based Django modules that turned scientist requirements into specs and shipped them in iterative two-week releases.
Social impact
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.
MERN ed-tech platform
Create, learn, rate
Full-stack ed-tech platform where instructors publish content and learners consume and rate it.
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