Popular GitHub Repositories for Prefect

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Tools for using Langchain with Prefect

Maternal Health Risk prediction MLOps pipeline

An introductory project to streamline the machine learning pipeline using Prefect and Discord Notifications, from data ingestion to model saving

Learn to build a modular real-time feature pipeline, so you avoid Offline-Online Feature Skew, and your deployed ML models work as expected.

MLOps for deploying a Credit Risk model

MLflow and Prefect with docker-compose

MLOps Paris Housing Price Prediction.

Example of how to build machine learning training workflow on AWS by Prefect

Final Project of the MLOps Zoomcamp hosted by DataTalksClub.

An educational project to build an end-to-end pipline for near real-time and batch processing of data further used for visualisation and a machine learning model.

This project implements a RAG (Retrieval-Augmented Generation) application to answer questions about phenotypes using biological and genomic data. The pipeline integrates information retrieval with response generation via language models (LLM), facilitating accurate analysis of phenotypic data.

This project aims to develop a natural language interface (NLI) for Prefect workflows using generative AI (GenAI). The prefect agent will analyze user input, determine the appropriate Prefect flow to execute, and trigger the flow with the necessary parameters.

MLOps Zoomcamp hosted by DataTalksClub.

MLOps Car Prices Prediction

MLOps Zoomcamp Project

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

MLOps pipeline containing model training, tracking, deployment, and monitoring.

Complete end-to-end MLOps implementation for training, maintaining and monitoring a machine learning model that predicts droughts.

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