Your First MLOps Stack

Welcome to Your First MLOps Stack course! I’m Stefano, and I’m excited to guide you into the world of MLOps. We’ll cover three key stages:

Data Processing: We’ll start with Apache Beam, working locally and then scaling to Google Cloud Platform, where we’ll use Dataflow for powerful data pipelines.

Model Training: You’ll learn to run Kubeflow locally and on VertexAI, mastering the essentials of creating and managing Kubeflow pipelines in the cloud.

Model Tracking: We’ll use MLflow to track your experiments, both locally and on the cloud, while diving into cloud setup with concepts like VPC peering and firewall management.

Each stage begins with a theoretical briefing before we dive into code. By the end, you’ll grasp the MLOps mindset, know which tools to use, and be ready to work effectively with major MLOps tools.