In this video we get hands-on with deploying a sample SKlearn model on a Databricks Model Serving endpoint. This includes registry in Unity Catalog and exploring its tight integration with MLflow.
Video Resources
- Databricks Model Serving: https://www.databricks.com/product/model-serving
- Model Serving Intro Sample (Covered next video): https://github.com/RamVegiraju/databricks-samples/tree/master/ML/ModelServing
- MLFlow Intro: https://mlflow.org/docs/latest/ml/getting-started/
- Databricks Azure Account Setup: https://learn.microsoft.com/en-us/azure/databricks/getting-started/free-trial
- Databricks Model Serving Theoretical Intro: https://www.youtube.com/watch?v=UmHISXgPhGk&t=703s
Timestamps
0:00 Introduction
1:52 MLflow Integration
3:40 Unity Catalog
5:45 Hands-on
6:15 Cluster Setup
8:40 NB Hands-On
#databricks #mlflow #modelserving #machinelearning #mlops #azure
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Databricks Model Serving: Deploying an SKlearn Model (Hands-On) | NatokHD