Machine Learning Design Patterns | Dr Ebin Deni Raj

This talk is part of FDP at Toc H Institute of Science & Technology (TIST) on 05/07/2021. The talk focuses on the idea of design patterns in machine Learning.

Contents:
0:00:00 - Speaker Intro
0:04:09 - Pre-requisite and expectation from the talk
0:05:55 - Outline of the talk/session
0:06:57 - What are Design Patterns?
0:16:45 - ML Job roles
0:22:55 - Challenges in Machine Learning
0:41:30 - Design Patterns in ML Overview
0:42:45 - Design Patterns in ML considered for this talk
0:43:42 - Data Representation Design Pattern-Embeddings
0:59:35 - Problem Representation Design Pattern- Rebalancing
1:12:50 - Design Patterns for Resilient Serving- Continuous Model Evaluation
1:32:30 - Reproducibility Design Pattern- Model Versioning
1:44:05 - Reproducibility Design Pattern - Bridged Schema
1:53:54 - Conclusion