Production ML systems, multimodal LLM benchmarks, and distributed infrastructure. Each project includes technical architecture diagrams, source code, and empirical writeups.
Classifies depression and anxiety symptoms from internet memes by combining OCR text, Qwen2.5-VL-7B-generated figurative reasoning, and ResNet-50 visual features, fused through a MentalBART encoder with retrieval-augmented context.
Multimodal fusion combining OCR text, Qwen2.5-VL figurative reasoning, and ResNet-50 visual features
MentalBART encoder fine-tuned for single-label anxiety and multi-label depression symptoms
Deployed DeathStarBench's 20+ service social network across Docker Compose, k3s, and GKE to benchmark latency and resource utilization under three replica/node topologies. Because Prometheus had nothing to scrape and Jaeger shipped broken, I rebuilt observability on eBPF-based Pixie and repaired Jaeger by hand.
20+ microservices orchestrated on GKE with wrk2 load generation and tail latency profiling
Repaired Jaeger tracing pipeline and deployed Pixie eBPF telemetry for kernel-level observability
Pairs YOLOv8 license plate detection with a Siamese few-shot face recognizer to cross-verify driver identity against vehicle registration. The system was trained on real CCTV footage obtained under NDA from the Ahmedabad West traffic police, and placed as a national finalist at the KAVACH-2023 hackathon.
Sub-50ms plate localization with YOLOv8 and character OCR under varying glare and motion blur
Siamese few-shot network matching in-cabin driver face against registered vehicle owner records
A two-sided platform, EduDropX, pairs a Flask school administration portal with a React government analytics dashboard, using regression models to project dropout rates by gender, caste, and school tier from UDISE+ and school-submitted data, plus a rule-based per-student attendance alert. Winner of SSIP 2022 state-level hackathon, published at IEEE I2CT 2024.
Linear and polynomial regression models projecting categorical dropout rates across gender, caste, and tier
Rule-based 60% attendance threshold alerts paired with Gujarat district Leaflet choropleth and Highcharts 3D
A centralized academic resources portal that organized semester coursework, syllabus archives, and study notes for university students, attracting over 3,000 active visits in its first week and ranking #1 organically on Google.
