Ondrej Urban - Automated Machine Learning With Keras

Automated Machine Learning With Keras [EuroPython 2021 - Talk - 2021-07-29 - Parrot [Data Science]] [Online] By Ondrej Urban During my first steps in the field I was promised that machine learning would be automated from the beginning. Unfortunately, once I’ve outsourced looking for the parameters that best matched my data to the machines, I was instead left with having to look for the hyperparameters that define the best model architecture, all by myself. This often ends up being a lengthy manual process. Is there a way to outsource this bit too? In this talk we will take a look at the automated machine learning libraries Keras Tuner and AutoKeras, which allow the user to create high level templates of deep learning models and use them in automated search for the best hyperparameters. They not only enable speedier development of better models but also make deep learning accessible to a wider pool of people thanks to the abstractions they offer. In the presentation we will go through several iterations of