The Conference for Machine Learning Innovation

The unreasonable effectiveness of simple models

Session
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Register until March 5:
✓ML Intro Day for free
✓Save up to 500 €
✓10 % Team Discount
Register Now
Infos
Wednesday, June 29 2022
11:30 - 12:15
Room:
Kopernikus 3

Triggered by the enormous advancements in the fields of Natural Language Processing and Computer Vision, researchers have recently started to develop increasingly advanced deep learning methods for tabular data and time series.In this talk we traverse the most promising papers of the past 3 years, and uncover some uncomfortable truths. In practice, complex models don’t perform better than simple ones. Most novel architectures, even those published by well-known tech companies, often don’t transfer well to the real world.Halfway into 2022, what have we learned at the intersection of research and applied machine learning? What should the community focus on next? Which models should you use if you want to get the most out of your structured data?

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Singapore Singapore .

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Berlin Berlin .

Take me to the full program of Zum vollständigen Programm von Munich Munich .

This Session Diese Session belongs to the gehört zum Programm von MunichMunich program. Take me to the current program of . Hier geht es zum aktuellen Programm von Singapore Singapore , Berlin Berlin or oder Munich Munich .

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