Lak, Sara and Michael will introduce three of these tried-and-proven methods to help engineers tackle problems that frequently crop up during the ML process. They will dive into the pattern: a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation.
Talk #1: Data Representation Design Pattern: Embeddings, by Valliappa Lakshmanan
Talk #2: Reproducibility Design Pattern: Model Versioning, by Sara Robinson
Talk #3: Problem Representation Design Pattern: Multilabel, by Michael Munn
We will raffle for the 5 copies of the book (Link) (for the 5 winners: hard copy ship to you if you are within USA; e-copy if you are outside of USA).