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Garad9901/README.md

Yash Rajesh Garad

Yash Rajesh Garad

AI engineer & researcher · computer vision · agentic RAG · geospatial ML

Portfolio · LinkedIn · yash.garad27@gmail.com


About

B.E. Artificial Intelligence student at St. Vincent Pallotti College of Engineering & Technology, Nagpur (expected 2027). I build AI systems that can be checked: verifiable agents, edge-deployable models, and evaluation that reports what actually happened. Current interests: verification-guided LLM agents, explainable medical imaging, and geospatial risk modelling.

Research

Project What it is Area
agentic-linear-algebra-tutor Multi-agent tutor where a SymPy verifier checks every step; misconception taxonomy and benchmark against unverified LLM baselines Agentic AI · Education
edgeseiz-net Lightweight EEG seizure detector for ESP32 / Raspberry Pi, evaluated patient-independently on CHB-MIT Edge AI · Healthcare
clarity-ct-evidence Evidence base for a narrative review of explainable AI for chest CT (2025–2026) XAI · Medical imaging
kolhapur-flood-digital-twin Seven-layer pluvial-flood nowcasting digital twin on open data, with honest back-tested skill Geospatial · Digital twins
ppe-compliance-vision YOLO-based PPE compliance monitoring with alerting and staged evaluation Computer vision
intrushield NSL-KDD intrusion detection with leak-free two-protocol evaluation and SHAP explanations Security ML
multilingual-sarcasm-detection Sarcasm detection for Indian code-mixed text (BiLSTM + attention, XLM-R) NLP

Systems

Project What it is Stack
AadhaarX Digital identity verification prototype: face matching, liveness checks, audit trail Next.js · NestJS · TypeScript
AgroSense-AI District-level rainfall, crop-yield and climate-risk platform for Vidarbha Python · XGBoost · LSTM · FastAPI
mathgpt Neuro-symbolic math workspace combining Gemini, Lean 4 and SymPy React · FastAPI · Lean 4
adhyayan Fully offline study-assistant agent: local LLM + RAG, no API key Ollama · FastAPI
swarkavach On-device voice-clone detection workflow (Smart India Hackathon 2026) JavaScript
agentic-rag-simulator Interactive architecture simulator for an offline agentic RAG + Text-to-SQL assistant Next.js · React Flow

Tools I use

  • ML / DL: Python, PyTorch, TensorFlow, scikit-learn, XGBoost, Hugging Face Transformers
  • Vision & NLP: OpenCV, YOLO, XLM-R, SHAP / LIME
  • LLMs & agents: Ollama, Gemini API, RAG pipelines, Text-to-SQL, SymPy, Lean 4
  • Geospatial: GeoPandas, Rasterio, Folium, Mapbox GL
  • Web & infra: FastAPI, Next.js, React, Node.js, PostgreSQL, Docker, GitHub Actions, Vercel

Open to AI research and engineering collaborations.

Pinned Loading

  1. agentic-linear-algebra-tutor agentic-linear-algebra-tutor Public

    Verification-guided agentic tutor for linear algebra: SymPy verifier, misconception taxonomy, LLM-baseline benchmark.

    Python

  2. clarity-ct-evidence clarity-ct-evidence Public

    Evidence repository for CLARITY-CT, a narrative review of explainable AI for chest CT (2025-2026).

    Python

  3. edgeseiz-net edgeseiz-net Public

    Edge-deployable EEG seizure detector (ESP32/RPi class) with patient-independent evaluation on CHB-MIT.

    Jupyter Notebook

  4. intrushield intrushield Public

    Network intrusion detection on NSL-KDD: binary and 5-class models, leak-free evaluation, SHAP explanations.

    HTML

  5. kolhapur-flood-digital-twin kolhapur-flood-digital-twin Public

    Pluvial-flood nowcasting digital twin for Kolhapur city: seven-layer pipeline on open data (Phase 1 prototype).

    Python

  6. ppe-compliance-vision ppe-compliance-vision Public

    PPE compliance monitoring with YOLO: detection app, alerting, training notebook and evaluation.

    Jupyter Notebook