Hi @aswinkks ,

This is a very broad question, but generally, when dealing with video data, you convert the videos to images and have a system in place for training and another for inference. 

This Databricks blog posts explains how to set up a video classification system, and specifically calls out the step of preprocessing the videos to convert them to images: https://www.databricks.com/blog/2018/09/13/identify-suspicious-behavior-in-video-with-databricks-run...

This documentation gives some explanations on setting up an image inference application: https://docs.databricks.com/aws/en/machine-learning/reference-solutions/images-etl-inference

Hopefully, those can get you started in the direction you are looking for! Please let me know if you have specific follow ups.