Built a Streamlit-based AI pipeline that converts long lecture audio into structured notes, quizzes, and flashcards using Whisper ASR and transformer summarization.
Engineered modular NLP stages with caching and parallel chunking to achieve 5x faster processing on 30+ minute inputs, with progress tracking and PDF/DOCX/JSON export.
Developed an EfficientNet-B0 dermatology classifier for 7 lesion classes, reaching 81% validation accuracy and 0.67 macro-F1 on HAM10000.
Integrated AMP training, Albumentations augmentation, and Grad-CAM explainability with a <50 ms Streamlit inference workflow for clinician-focused prototyping.
Built an end-to-end interview automation workflow that parses resumes, extracts candidate signals, and generates timed question sets with Groq Llama 3.1.
Designed a recruiter dashboard with sortable views, transcript modals, PDF export, and Redux-based scoring persistence in a backend-free architecture.
Built a repository-to-UML pipeline that generates interactive class diagrams across 7+ languages using AST parsing and AI enrichment, reducing manual diagramming effort by ~80%.
Built an autonomous multi-agent platform for supply-chain risk monitoring, with Watchman, Analyst, and Dispatcher agents operating continuously.
Implemented confidence-aware retrieval expansion and persistent deduplication to reduce noisy alerts and improve evidence quality across monitoring cycles.
Developed a Flask-based agricultural fintech platform enabling 500+ farmers to manage crop insurance and loans with role-based workflows, reducing manual errors by ~70%.
Built a real-time fog detection system with FastAPI and Next.js that uses OpenCV analysis to classify visibility conditions and recommend driving actions.
Implemented TurboQuant-style KV cache compression for GPT-2 Medium using Lloyd-Max quantization and QJL residual sketching.
Benchmarked on RTX 4060 with 3.3x KV compression (5664 KB to 1740 KB) and +6.1% perplexity shift, documented through reproducible reports and dashboards.
Designed a reusable Claude Code skill that applies a 4-phase productionization workflow across documentation, validation, typing, logging, security, and maintainability.
Implemented classic concurrency and graph problems, including semaphore-based Dining Philosophers synchronization and BFS-driven Word Ladder transformations.
