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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.

June 10, 2026

Claude Code Router: Multi-Model Routing for Efficient Coding

Discover how to use Claude Code Router to connect to multiple providers, use the optimal LLM for every task, and reduce API cost without changing your workflow.

March 8, 2026

Kubernetes Tutorial: A Beginner Guide to Deploying Applications

Learn Kubernetes the hands-on way! This guide walks you through setting up a local Kubernetes cluster, deploying apps, and managing resources efficiently.

February 18, 2025

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.

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.

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.

November 6, 2024

Evaluating LLMs with MLflow: A Practical Beginner’s Guide

Learn how to streamline your LLM evaluations with MLflow. This guide covers MLflow setup, logging metrics, tracking experiment versions, and comparing models to make informed decisions for optimized LLM performance!

October 28, 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.

October 1, 2024