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ridh21/README.md

πŸ‘‹ Hi, I'm Ridham Patel

AI/ML Researcher & GenAI Application Developer | NLP & Computer Vision | MLOps | AWS Certified Cloud Practitioner | GATE DA 2026 Qualified

B.E. Information Technology @ LDRP Institute of Technology and Research, Gandhinagar

About Me

I'm an AI/ML Researcher and Generative AI Application Developer with hands-on experience spanning Federated Learning, Computer Vision, Deepfake Detection, LLM Security, and Reinforcement Learning.

My research is currently under peer review at Springer's International Journal of Intelligent Transportation Systems Research, and I hold an Indian Patent (filed) for an IoT-enabled computer vision system. On the engineering side, I specialize in fine-tuning and deploying open-source LLMs into production using Python, FastAPI, and MLOps tooling.

Currently exploring: LLM Security & Red Teaming, Agentic AI systems, and scalable MLOps pipelines.

Technical Arsenal


Generative AI & NLP: LangChain Β· LangGraph Β· AutoGen Β· HuggingFace Β· OpenAI GPT Β· spaCy Β· NLTK Β· RAG Pipelines Β· Conversational AI

ML / DL & Research: PyTorch Β· TensorFlow Β· Scikit-learn Β· OpenCV Β· Federated Learning Β· Reinforcement Learning Β· Ensemble Methods

MLOps & Cloud: Docker Β· Kubernetes Β· CI/CD (GitHub Actions) Β· AWS Β· Prometheus Β· Grafana Β· ELK Stack

Achievements & Recognition

πŸ† Top 800 of 31,000+ | Meta Γ— Scaler OpenEnv Hackathon 2026

Incident Response Commander – AI Agent RL Environment β€” Designed a novel RL research environment simulating SRE incident response across a 10-service microservice architecture. Benchmarked a Llama 3.1 8B baseline agent scoring 0.70/0.62/0.56 across Easy/Medium/Hard tasks.

πŸ₯ˆ Runner-Up | Odoo Γ— GVP National Hackathon 2026

Qubits Learnova – eLearning Platform β€” Architected a modular Express.js + Prisma + PostgreSQL backend with 13 lesson types, RBAC, Razorpay integration, gamification, and AI quiz generation.

πŸ… 2x National Finalist | Smart India Hackathon (SIH) 2023 & 2024

Deepfake Detection System β€” Researched ensemble deep learning approaches (EfficientNet, InceptionNetV3, ViT) across 5 benchmark datasets totaling 82.6 GB for face-swap deepfake detection.

πŸ₯‰ 2nd Runner-Up | SSIP State Level Hackathon 2025

Ranked 3rd among numerous teams for developing impactful technical solutions under the SSIP initiative.

πŸ… 2x Finalist | Odoo National Hackathon 2025 (GVP & IITGN)

Recognized as a national finalist in both the March and June 2025 editions.

Research & Publications

  1. FED-DETR: Privacy-Preserving Intelligent Traffic Enforcement using Federated Learning
    International Journal of Intelligent Transportation Systems Research (Springer) | Under Peer Review
    Developed a decentralized object detection pipeline using Federated Learning and DETR (Detection Transformer) for automated helmet detection in intelligent traffic monitoring.

  2. Automated Waste Segregation Dustbin for Educational Institutions
    Indian Patent | Application No. 202521111515 | Under Review
    Designed and prototyped an IoT-enabled smart dustbin with a lightweight computer vision model for real-time automated waste classification on edge devices.

Certifications

GATE DA 2026 Qualified AWS Certified Cloud Practitioner

GATE DA 2026 Qualified

AWS Certified
Cloud Practitioner

Global Exposure

🌍 UK–France Future Leaders Program 2025

Selected for a competitive 1-month hybrid international immersion program β€” 6-day academic residency at the University of Kent (London) and 6-day business residency at IESEG School of Management (Paris), covering Global Leadership, Cross-Cultural Collaboration, and International Business Strategy.

Let's Connect!

I'm always open to research collaborations, interesting conversations, and new challenges β€” whether it's federated learning, LLM security, MLOps, or anything in between.


LinkedIn Portfolio GitHub Email

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  1. incident-response-commander incident-response-commander Public

    An OpenEnv environment that simulates production incident response for AI agent training.

    Python 1

  2. qubits-vendorbridge qubits-vendorbridge Public

    Odoo x KSV Hackathon 2026 - Virtual Round

    TypeScript 6

  3. slantie/qubits-learnova slantie/qubits-learnova Public

    A full-stack eLearning platform built with Next.js, Express, and PostgreSQL.

    TypeScript 2

  4. RideBuddy RideBuddy Public

    Team Qubits - Runner Ups - Odoo x KSV 2026

    TypeScript 2