MLOps

A roadmap and project walkthroughs

This playlist mixes orientation with hands-on projects. It opens with a roadmap for learning MLOps from scratch, then explains related ideas such as AIOps and why GPUs matter for machine learning workloads.

Project-based videos

• Building and deploying a first MLOps project to Kubernetes
• Kubeflow Pipelines through a real-time project
• A Feast feature store paired with DragonflyDB

Who it suits

Learners who prefer following a project to reading theory. The roadmap videos give a sense of the order to learn things in, which is useful before you start the Kubernetes or Kubeflow sessions. The career-focused titles are worth a look once the project work has given you context.