Maternal Health Risk prediction MLOps pipeline

Final Project of the MLOps Zoomcamp hosted by DataTalksClub.

Final Project of the MLOps Zoomcamp hosted by DataTalksClub.

End to End toy example of MLOps

Online Prediction Machine Learning System designed, deployed and maintained with MLOps Practices. Goal of the project is to predict individuals income based on census data.

MLOps Zoomcamp hosted by DataTalksClub.

This an attempt to predict fraud transactions from a huge collection of records of bank transaction over a period of time.

MLOps zoomcamp project 2023

MLOps Zoomcamp Project

Learn how to handle model drift and perform test-based model monitoring

This is a simple http server to manage feature flags, compatible with Amazon CloudWatch Evidently.

This project builds an MLOps pipeline using Evidently for monitoring model performance and Prefect for task orchestration. It processes NYC taxi data, stores metrics in PostgreSQL, and visualizes results in Grafana via Docker Compose.

Development, deployment and monitoring of machine learning models following the best MLOps practices

Build End to End ML pipeline for USVisa prediction, deploy web App to AWS Ec2 instance using Docker, CI/CD with github actions

🌎 🚙📚 Predicting travel times and traffic density on a highway in Slovenia

Comparison between several Python data profile libraries.

Evidently AI in tracking, analyzing, and visualizing machine learning model performance and data drift ensure their reliability over time.

An end-to-end machine learning project predicting DoorDash delivery durations, utilizing MLOps principles and best practices.

DataTalks Club - Machine Learning Operations Zoomcamp (Cohort 2024)

White and Red Wine classification using logistic regression