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MLOps Tutorials

Keep up to date with the latest news, techniques, and resources for MLOps. Our tutorials are full of practical walk throughs & use cases you can use to upskill.
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FIFA World Cup 2026 Winner Prediction: An MLOps Guide

See how an end-to-end MLOps pipeline predicts World Cup 2026 results, from automated retraining and DVC to a 10,000-run Monte Carlo simulation of the bracket.
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Tom Farnschläder

June 10, 2026

Metaflow Tutorial for Beginners: Build and Scale Data Workflows

This beginner-friendly tutorial will guide you through the fundamentals of Metaflow. Learn how the framework simplifies building and scaling data science workflows.
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Kurtis Pykes

December 19, 2024

How to Deploy LLM Applications Using Docker: A Step-by-Step Guide

This tutorial teaches you how to use Docker to build and deploy a document Q&A application on the Hugging Face Cloud.
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Abid Ali Awan

November 26, 2024

Introduction to Podman for Machine Learning: Streamlining MLOps Workflows

A lightweight, daemonless Docker Desktop alternative that streamlines container management, enabling fast training, evaluation, and deployment of machine learning models.
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Abid Ali Awan

November 6, 2024

Jenkins for MLOps: A Complete CI/CD Tutorial

Learn how to install Jenkins on Windows, set up and run Jenkins agents and pipelines, and build MLOps projects with Jenkins pipelines from model training to model serving.
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Abid Ali Awan

October 1, 2024