Skip to content
View devendrakushwah80's full-sized avatar

Highlights

  • Pro

Block or report devendrakushwah80

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
devendrakushwah80/README.md


Machine Learning Engineer • MLOps • Computer Vision

🎓 B.Tech CSE (AI & ML) • CGPA 9.24 • IPS Academy, Indore

🏆 OCI Generative AI Professional • 🌍 Open Source Contributor • 💼 AI/ML Intern


🚀 Highlights

🏆 OCI Generative AI Professional 📈 CGPA 9.24
🌍 Docker Docs Contributor 🌍 scikit-image Contributor
💼 AI/ML Engineering Intern 🤖 Production AI Systems

🧠 About Me

I am passionate about building end-to-end AI systems that go beyond model training. My work includes data pipelines, machine learning, deployment, APIs, and production infrastructure. I enjoy exploring Computer Vision, MLOps, Retrieval-Augmented Generation (RAG), and Agentic AI while building scalable, reliable, and reproducible AI applications.

⚡ Tech Stack

Languages

Machine Learning

Computer Vision

NLP & GenAI

MLOps & Infrastructure


Engineering Areas

  • Docker & Containerization
  • Kubernetes Orchestration
  • Redis Caching
  • AWS Cloud Services
  • Linux Infrastructure
  • REST API Design
  • CI/CD Automation
  • Model Serving Systems
  • Scalable AI Architecture
  • Microservices Concepts

🚀 Featured Projects

🚗 Aegis Eye — Real-Time Autonomous Accident Detection System

Production-grade computer vision platform for autonomous traffic accident detection, helmet compliance monitoring, and real-time incident analytics.

Key Highlights

Metric Value
Inference Pipeline YOLOv8 + LSTM + MLP Fusion
Feature Engineering 24 Features
Processing Real-Time Video Streams
Communication WebSocket Streaming
Database SQLite Incident Logging
Deployment Docker Ready

Highlights

  • Multi-model accident detection using YOLOv8, LSTM, and MLP fusion architecture
  • Real-time helmet compliance monitoring with ByteTrack rider association
  • WebSocket-based live dashboard with telemetry, alerts, and interactive maps
  • Automatic evidence recording, snapshot generation, and incident logging
  • DIGIPIN-enabled geolocation for precise accident localization
  • Explainable AI with feature attribution and confidence analysis
  • Modular React + Node.js + Python architecture for scalable deployment

Tech Stack

PythonPyTorchYOLOv8OpenCVReactNode.jsExpressWebSocketSQLiteDocker

🏠 EstateIQ — Gurgaon Real Estate ML Platform

End-to-end production machine learning platform for property valuation and intelligent recommendations.

Key Metrics

Metric Value
Model R² 0.821
MAE 0.53 Cr
RMSE 1.17 Cr
Properties Covered 15,000+
Recommendation Corpus 247+ Projects
API Latency <120ms

Highlights

  • Random Forest selected after benchmarking Linear Regression, Ridge, Lasso and XGBoost
  • TF-IDF recommendation engine with budget, location and BHK filtering
  • FastAPI inference service with structured APIs
  • Interactive Streamlit + Mapbox frontend
  • Dockerized deployment with GitHub Actions CI/CD

Tech Stack

PythonScikit-learnFastAPIDockerStreamlitRailway

🔗 Repository: https://github.com/devendrakushwah80/gurgaon-real-estate-ml


🚗 Autonomous Driving Simulation

Real-time Perception → Planning → Control pipeline built using CARLA.

Highlights

  • YOLOv8 object detection
  • Real-time lane detection
  • Collision warning & emergency braking
  • RGB + LiDAR sensor fusion
  • Multi-class object recognition
  • 30+ FPS inference pipeline

Tech Stack

PythonYOLOv8OpenCVCARLAPyTorch

🔗 Repository: https://github.com/devendrakushwah80/autonomous-carla-av


💼 Experience

AI/ML Engineering Intern

  • Built supervised learning pipelines
  • Performed hyperparameter optimization
  • Developed production inference APIs
  • Implemented validation and deployment workflows
  • Worked on model experimentation and evaluation

🌍 Open Source Contributions

Repository Impact Evidence
docker/docs 7 merged PRs and 2 active PRs improving Docker documentation through broken link fixes, OpenVEX documentation, Windows deployment guidance, cache backend clarification, volume mount guidance, GitHub immutable identifier clarification, and Model Runner documentation. Latest Merged PR #25624All Contributions
moby/buildkit 1 merged PR clarifying WORKDIR tilde (~) path behavior in Dockerfile documentation, improving documentation accuracy and preventing confusion around shell expansion. Merged PR #6937
```

Open Source Focus: Documentation Engineering • Developer Experience • Bug Investigation • Validation Logic • Technical Writing

🏆 Certifications & Recognition

Certification Issuer
OCI Generative AI Professional Oracle
OCI Data Science Professional Oracle
Machine Learning Professional Certificate IBM
Career Essentials in Generative AI Microsoft & LinkedIn

🔭 Currently Building

  • 🚁 Autonomous Disaster Response Drone (AirSim + Reinforcement Learning)
  • 🤖 Agentic AI Workflows with LangGraph
  • 🔎 Production RAG Pipelines
  • ⚙️ MLOps Monitoring & Deployment Systems
  • 📦 Open Source Contributions
  • 📚 Advanced DSA & Problem Solving

📈 GitHub Activity


📊 GitHub Statistics



📫 Connect With Me


💡 Building Production AI Systems, One Project at a Time

Pinned Loading

  1. DSA_Devendra DSA_Devendra Public

    Python 3

  2. autonomous-carla-av autonomous-carla-av Public

    Python 1

  3. gurgaon-real-estate-ml gurgaon-real-estate-ml Public

    Jupyter Notebook

  4. AI-Accident-Detection-System AI-Accident-Detection-System Public

    Python