VehicleGPT
Tata Elxsi Teliport S4Ask a car about its own data: a 1B-parameter model answering from CAN logs, fully offline.
accuracy 29.5% → 95.5% · 1.7 s on 2 cores / 2 GiB
Maadhav V H
ai / ml engineer · on-device ai
hey, i'm maadhav. i build ml systems — small llms, vision models, rag — and get them running on real hardware: phone npus, arm boards, a car's own signals.
studying ece at kpriet, coimbatore. when i'm not in class, i'm usually at a hackathon finale somewhere in india.
Coimbatore, Tamil Nadu
experience
2 roles · since 2025-
Machine Learning Intern
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PhobosQ · 3 months
Built scikit-learn pipelines on clinical sensor data and compressed the models to run inference on resource-constrained hardware.
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Software Engineering Intern, Embedded Systems
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Enthu Technology Solutions · 2 months
Sensor data acquisition over UART/SPI/I²C with Wi-Fi, Bluetooth and LoRaWAN uplinks.
wins
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SEMICON India Hackathon 2026, Applied Materials track
Runner-up · ₹75,000
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Caterpillar Tech Challenge 2026
Top 10 of ~1,500 teams · Grand Finale, Chennai
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Schneider Electric Yuva Yodha, Challenge 3
selected for Phase 2, with DT Guardian
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Arm × Bharat AI-SoC Challenge 2026–27
shortlisted for on-device scam detection, as team lead
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iQOO Hackathon 2026
Grand Finale, 48-h build, Bengaluru
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Health-a-thon 2026
top 150 of 450+, build sprint
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ISRO Bharatiya Antariksh Hackathon
Grand Finale shortlist
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Qualcomm Snapdragon Multiverse Hackathon
selected for on-site build
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Atomic Hacks (IIT Bombay × Rosatom)
finalist
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Ossomehacks 2.0, SRM IST
top 3, Web3 track
projects
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Rakshak-Edge
shortlisted · Arm × Bharat AI-SoCCatches scam SMS and links on an Arm device, offline — and refuses to give explanations it can't back up.
on-device · adversarially tested
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Mouna
grand finale · iQOO Hackathon 2026Speak by mouthing words — silent lip-reading turned into voice on a phone's NPU, no internet.
false utterances 23% → 7% · Kannada top-1 75.3%
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DriftSense
runner-up · SEMICON India 2026Finds where a wafer-inspection microscope actually is — even when zoom and rotation are unknown, or the pattern isn't there.
F1 0.91 · sub-pixel CAD-to-SEM registrationview repo →
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Axiom Trace
personal projectA tutor that knows what you know: knowledge-graph RAG with mastery tracking and animated ECE explanations.
Next.js + Kotlin · 176 tests
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DT Guardian
phase 2 · Schneider Yuva YodhaKeeps a neighbourhood transformer from overheating by scheduling batteries, EV chargers and pumps at the edge.
−53% essential energy lost in an outage simulation
also on github: embeddinggemma-mobile-benchmark · hiver-email-suggested-response
education
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KPR Institute of Engineering and Technology, Coimbatore
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B.E. ECE · Honours in IoT for Smart Systems · CGPA 8.43
skills
ml & vision
- PyTorch
- scikit-learn
- LightGBM
- OpenCV
- pandas
llm & agents
- RAG
- knowledge graphs
- sentence-transformers
- LLM evaluation
edge ai
- ONNX Runtime
- llama.cpp / GGUF
- Qualcomm AI Hub / QNN
- quantization
languages
- Python
- C
- Java
- TypeScript
- Kotlin
- SQL
optimisation
- MILP (PuLP / HiGHS)
- forecasting
web & apps
- FastAPI
- Django
- React
- Next.js
- Jetpack Compose
embedded
- CAN / SocketCAN
- UART / SPI / I²C
- LoRaWAN
- Linux
tooling
- Docker
- GitHub Actions
- pytest
- Git
credentials
Bosch EMS & Vehicle Networking
NPTEL Industry 4.0 & IIoT
NPTEL · Electronic Systems for Cancer Diagnosis (IIT Madras, 2026)
AWS AI & ML Scholars 2026
IEEE member
github
@vhmaadhavcontribution heatmap needs javascript. view activity on github →
leetcode
@vhmaadhavleetcode heatmap needs javascript. view on leetcode →
favourite kind of plot: someone solves an impossible problem with whatever's on hand — the martian, project hail mary. same reason i fit llms into 2 gb.