The Conference for Machine Learning Innovation

Welcome to the first day of the ML Con/ IoT Con and opening keynote: Brains vs. Brawn – Is endless scaling really the way forward?

Keynote
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Infos
Tuesday, June 28 2022
09:00 - 09:45
Room:
Kopernikus 3

Sebastian Meyen, the conference chair starts with a welcome and introduction of the first day.

The current race towards ever larger models by the Googles and OpenAIs of this world can be quite discouraging to everyday ML practitioners. Are we doomed to simply rent the giant models we will never have the compute and data to build ourselves? Is careful research and model architecture design useless in an age where the common wisdom is to crush every problem under billions of parameters?Regrettably model size and SOTA scores seem to be the main evaluation criteria for papers, research and models. In the meantime many other smart, useful or simply intriguing ideas fall by the wayside while everybody talks about how GPT-3 will replace programmers next year (it wont’t). So let’s try and look at other approaches to improve the quality of a model other than drowning it in data & compute.

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 .

Behind the Tracks