Agenda

• Introduction

• Pre-workshop

  • Setup Databricks Community Edition

• Content

• Intro to ML & Data Science lifecycle

• Hands on MLOps and going through some quick examples

• Advanced MLOps examples

Schedule

• 14:00 - 14:50 Intro to ML & Data Science lifecycle

• 10 min break

• 15:00 - 15:50 Hands on MLOps and going through some quick examples

• 10 min break

• 16:00 - 16:50 Advanced MLOps examples

References:

[dat22a, MLf22, mlf22, dat22b, dat22c]

dat22a

Mlops workflow on databricks. Aug 2022. URL: https://docs.databricks.com/machine-learning/mlops/mlops-workflow.html.

MLf22

Mlflow - open source platform for the machine learning lifecycle. Aug 2022. URL: https://github.com/mlflow/mlflow/tree/master/examples.

mlf22

Mlflow documentation. Aug 2022. URL: https://www.mlflow.org/docs/latest/quickstart.html.

dat22b

Mlflow documentation. Aug 2022. URL: https://www.databricks.com/glossary/mlops.

dat22c

Managed mlflow. Aug 2022. URL: https://www.databricks.com/product/managed-mlflow.