Maternal Health Risk prediction MLOps pipeline

An example of setting up local audio ML training pipeline on Airflow with MLFlow experiment tracking and custom python library.

MLflow server on EC2 with Docker, using s3 and RDS to store artifacts and files.

Проект ML/DL определения сердечной недостаточности по векторной электрокардиографии

Demonstrate how MLFlow works by using the Credit Card Default Dataset

This notebook sets up MLFlow for experiment tracking, including data preprocessing, training a random forest regressor, logging metrics and parameters, hyperparameter optimization with hyperopt, and model registration. It provides steps for environment setup and installation.

Template for Serveless Machine Learning Operations Projects

This End-to-End Machine Learning

Machine learning project for GetAround. Includes a 𝗦𝘁𝗿𝗲𝗮𝗺𝗹𝗶𝘁 𝗱𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱, an 𝗼𝗻𝗹𝗶𝗻𝗲 𝗔𝗣𝗜 hosted on 𝗛𝗲𝗿𝗼𝗸𝘂, and model management with 𝗠𝗟𝗳𝗹𝗼𝘄 and containerization with 𝗗𝗼𝗰𝗸𝗲𝗿

Collections of important cheat sheets