Intro to ML Pipelines: Build Reliable AI Workflows - Free MLOps Workshop

This workshop will equip you with the skills to effectively build your ML pipelines and reliable AI workflows using Python, scikit-learn and Flyte/Union.

What you'll learn can be transferred to more complex AI pipelines and machine learning libraries.

The Modern MLOps tooling will provide a reliable framework for your machine learning operations by streamlining processes, increasing efficiency, and adding reproducibility to your AI applications.

The workflow we’ll build hands-on together

• Create a container image
• Download dataset
• Pre-process data & visualize results
• Train a machine learning model with scikit-learn
• Evaluate machine learning model & save repot
• Save model to Hugging Face Hub

This workshop will cover

• Basic ML & MLOps concepts
• Reliable & Reproducible ML pipelines
• Hands-on Building an ML pipeline

What you’ll need to follow along

• A free Union.ai account (union.ai)
• A GitHub account for authentication
• A Google account to run code in Colab
• A Hugging Face Account to save ML models (Optional)

Note: For ease of setup we'll be using Union's serverless AI orchestration platform for the workshop, but you can also implement the same pipelines in Flyte, the open-source platform on your own compute clusters. github.com/flyteorg/flyte

Who should attend

Anyone interested in building better machine learning pipelines, AI applications and MLOps best practices should attend. This workshop is designed to be approachable for most skill levels. Familiarity with machine learning and Python is strongly encouraged but not required.

By the end of this workshop, you'll be able to build a reliable machine learning pipeline with Python, scikit-learn, and Union. What you'll learn can be transferred to more complex AI pipelines and libraries.

About the Speaker

Sage an AI engineer and developer advocate who loves educating people and making ML applications more reliable. He's taught thousands of people during live workshops how to get started with Python, machine learning, computer vision, and AI observability.

Connect with Sage: inkedin.com/in/sageelliott

About Union.ai

Union is an AI platform powered by Flyte that simplifies ML infrastructure so you can develop, deploy, and innovate faster.

Write your code in Python, collaborate across departments, and enjoy full reproducibility and auditability. Union lets you focus on what matters.

💬 Join our AI and MLOps Slack Community: slack.flyte.org

⭐ Check out Flyte on GitHub: github.com/flyteorg/flyte

🤝 Learn about everything else we’re doing at union.ai