Automated Machine Learning -- useful approach or another IT snake oil?

Datum konání: 10.05.2019
Přednášející: Hynek Walner
Odpovědná osoba: Kotera

Let's have a look at the latest hot topic in the world of enterprise machine learning that are automated machine learning platforms that promise to "train high-quality custom machine learning models with minimal effort and machine learning expertise", i.e. automation of feature engineering, model tuning, ensembling and model deployment. Big IT companies have been developing products in this area such as Google, Amazon or Microsoft, but we'll try to play around in Driverless AI, the latest addition in this group by company and try to evaluate if we'd be able to come up with reasonable model with minimal effort and machine learning expertise.