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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 build end-to-end machine learning systems spanning data pipelines, model development, deployment infrastructure, and production serving.

My work focuses on Machine Learning, Computer Vision, MLOps, Retrieval-Augmented Generation (RAG), Agentic AI, and scalable AI infrastructure.

I enjoy transforming ideas into production-ready systems through engineering-first design, reproducible workflows, automation, and deployment.


⚡ Tech Stack

Languages

Python C++ C

Machine Learning

Scikit-Learn XGBoost PyTorch TensorFlow

Computer Vision

OpenCV YOLOv8

NLP & GenAI

RAG HuggingFace Gemini

MLOps & Infrastructure

Docker Kubernetes Redis AWS FastAPI GitHub Actions


🏗️ Infrastructure & System Design

User
  ↓
API Gateway
  ↓
FastAPI Service
  ↓
Redis Cache
  ↓
ML Inference Layer
  ↓
Model Registry
  ↓
Storage

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

🏠 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


📄 AI Resume Analyzer

NLP-powered resume screening and JD matching system.

Highlights

  • TF-IDF + semantic similarity scoring
  • Skill-gap detection engine
  • Gemini-powered recommendations
  • PDF/DOCX processing pipeline
  • REST API architecture

Tech Stack

PythonNLPFastAPIGemini APIHugging Face


💼 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

AI for Sustainability Intern

  • Developed RAG-based retrieval systems
  • Designed agentic AI workflows
  • Evaluated responsible AI metrics
  • Conducted factuality and bias assessments
  • Built context-aware retrieval pipelines

🌍 Open Source Contributions

Repository Impact Evidence
docker/docs 5 merged PRs and 2 active PRs contributing documentation improvements, broken link fixes, OpenVEX documentation, Windows deployment guidance, and cache backend clarification. Latest Merged PR #25436Open PR #25424All Contributions
scikit-image/scikit-image Improved channel_as_last_axis validation and error handling in a core utility module. PR #8062
```

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. simple-linear-regression-from-scratch simple-linear-regression-from-scratch Public

    Jupyter Notebook

  2. DSA_Devendra DSA_Devendra Public

    Python 2

  3. autonomous-carla-av autonomous-carla-av Public

    Python 1

  4. gurgaon-real-estate-ml gurgaon-real-estate-ml Public

    Jupyter Notebook

  5. docs docs Public

    Forked from docker/docs

    Source repo for Docker's Documentation

    Markdown 1

  6. AI_RESUME_ANALYZER AI_RESUME_ANALYZER Public

    An AI Resume Analyzer using Python and FastAPI

    Python