Software Engineer with a strong interest in Machine Learning Engineering, AI Systems, Recommendation Systems, and Graph-Based Learning.

Currently building production-style machine learning systems that combine:

• Machine Learning
• AI Applications
• Backend Engineering
• MLOps
• System Design

My goal is to transition into Machine Learning Engineer / AI Engineer roles and build intelligent systems that operate at production scale.

• Machine Learning Engineering
• Recommendation Systems
• Graph Neural Networks (GNNs)
• Retrieval & Ranking Systems
• AI Systems Engineering
• MLOps & Model Governance
• FastAPI & Production ML APIs

Production-style AI system featuring:

• Face Detection
• Face Recognition
• Emotion Analysis
• WebSocket Streaming
• Face Tracking
• Live Enrollment
• FastAPI Backend
• React Frontend
• PostgreSQL
• Docker
• AWS Deployment

Key Concepts: Computer Vision, Realtime Inference, Distributed Systems, Cloud Deployment

Production-grade fraud detection platform featuring:

• Logistic Regression
• Random Forest
• XGBoost
• MLflow Experiment Tracking
• Champion / Challenger Model Selection
• FastAPI Inference APIs
• PostgreSQL Logging
• Docker Deployment
• Graph Neural Networks (GCN, GraphSAGE)

Key Concepts: Fraud Detection, Imbalanced Learning, GNNs, MLOps, Model Governance

Building a production-grade recommendation platform focused on:

• Content-Based Recommendations
• Collaborative Filtering
• Retrieval Systems
• Ranking Systems
• Embeddings
• Recommendation Evaluation
• FastAPI Serving Layer

Key Concepts: Recommendation Systems, Personalization, Retrieval, Ranking, ML System Design

• Python
• Golang
• SQL
• JavaScript
• C++

• Scikit-Learn
• XGBoost
• TensorFlow
• PyTorch
• PyTorch Geometric
• MLflow

• FastAPI
• PostgreSQL
• Docker
• REST APIs

• React
• Next.js
• TypeScript

B.Tech + M.Tech (Computer Science & Engineering)

• Machine Learning Engineering
• Recommendation Systems
• Advanced Graph Neural Networks
• ML System Design
• Production AI Systems

• LinkedIn: https://www.linkedin.com/in/omkar-mense-0b6a79175/
• GitHub: https://github.com/omkarmense991

Building production-grade AI and ML systems one project at a time.