{"repo":"techiescamp/mlops-for-devops","free":true,"listed":false,"github":"https://github.com/techiescamp/mlops-for-devops","clone":"git clone https://github.com/techiescamp/mlops-for-devops.git","description":"MLOps for DevOps Engineers - A hands-on, project-based guide to Machine Learning Operations","language":"Python","stars":527,"topics":["devops","devops-mlops","mlops","mlops-project"],"license":null,"category":"deployment-docker-iac","readme_excerpt":"MLOps for DevOps Engineers A hands-on, project-based guide to Machine Learning Operations built specifically for DevOps, Platform, and SRE engineers. No ML background required. Every concept is explained through DevOps analogies you already understand. If you are completely new to MLOps, read our DevOps to MLOps guide first. --- 🌟🌟 If you are planning to use this repo for learning MLOps, please hit the star. Thanks!🌟🌟 --- Table of Contents - Who This Is For - What We Build - Prerequisites - Tech Stack - Phase 1: Local Dev & Pipelines - Phase 2: Enterprise Orchestration for ML - Recommended MLOps Reading --- Who This Is For Most MLOps resources are written for data scientists learning infrastructure. This repo flips that. You do not need to become a data scientist . But just like understanding how a Java application is built makes you a better DevOps engineer, understanding how an ML model is built, trained, and served makes you effective at operating ML workloads in production. --- What We Build We will start with the basics of building and training a classic ML model, then work our way up to production-ready MLOps. Just like a DevOps engineer doesn't write the application but understands how it is built and deployed, an MLOps engineer doesn't need to be a data scientist. Understanding the ML workflow helps you build, automate, deploy, and troubleshoot ML systems effectively. Everything in this roadmap runs on Kubernetes and Docker , and tools you will use in real-world M","default_branch":null,"files":null,"tree":[],"storefront":"/r/techiescamp","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/techiescamp/mlops-for-devops/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."}