Scalable AI Infrastructure

Deploying, monitoring, and scaling model pipelines in the cloud.

Airline MLOps

Airline Passenger Satisfaction Prediction

End-to-end MLOps pipeline integrating DVC for versioning, Docker for containerization, and automated deployments.

Containerized ML Infrastructure (Docker/K8s)

Docker

Life Expectancy Prediction

Supervised ML pipeline for demographic life duration prediction, fully containerized using Docker.

Bankruptcy Docker

Company Bankruptcy Prediction

Machine learning model for firm bankruptcy prediction with a complete Docker-based infrastructure.

MLOps CI/CD Pipelines

Attrition

Employee Attrition Prediction

End-to-end MLOps pipeline for predicting employee turnover, deployed on cloud infrastructure.

Credit Approval

Credit Card Approval Prediction

Containerized credit risk model with CI/CD integration and automated monitoring.

Superstore

Superstore Sales Prediction

Cloud-native sales forecasting system with model versioning and registry.

Taxi Fare

Taxi Trip Fare Prediction

Scalable fare prediction API serving real-time traffic requests via Docker/K8s.

E-Comm Text

E-Commerce Text Classification

Natural language processing pipeline for product categorization with automated re-training.