{"repo":"seblum/mlops-engineering-book","free":true,"listed":false,"github":"https://github.com/seblum/mlops-engineering-book","clone":"git clone https://github.com/seblum/mlops-engineering-book.git","description":"Book / Blog of different topics around MLOps engineering.","language":"Python","stars":11,"topics":["airflow","bookdown-book","mlflow","mlops","terraform","aws","code-server","helm","jupyterhub","kubernetes"],"license":"Apache-2.0","category":"deployment-docker-iac","readme_excerpt":"MLOps Engineering Book Welcome to the MLOps Engineering Book repository! This project hosts the source code and content for the MLOps Engineering Book, an online resource dedicated to MLOps practices, methodologies, and tools for efficiently deploying, managing, and scaling machine learning models. Introduction MLOps, short for \"Machine Learning Operations,\" is the practice of integrating machine learning models into the software development and deployment processes. This book aims to provide readers with a comprehensive guide to MLOps principles, best practices, and technologies that help streamline the lifecycle of machine learning projects. The book covers a wide range of topics, including: - Setting up a MLOps infrastructure and an ML platform - Data management and versioning for ML projects - Model training and evaluation - Model deployment and monitoring - Continuous Integration/Continuous Deployment (CI/CD) pipelines for ML - Kubernetes and containerization for ML - And much more! Whether you are a data scientist, machine learning engineer, or software developer, this book is designed to equip you with the knowledge and tools needed to implement MLOps effectively. Getting Started To get started with the MLOps Engineering Book, you have two options: 1. Read Online: You can access the book online at https://seblum.github.io/mlops-engineering-book/. The website provides a user-friendly interface for easy navigation through chapters and sections. 2. Build Locally: If you p","default_branch":null,"files":null,"tree":[],"storefront":"/r/seblum","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/seblum/mlops-engineering-book/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}