Bootstrapping the Right Way • Yanir Seroussi • YOW! 2019

This presentation was recorded at YOW! 2019. #GOTOcon #YOW https://yowcon.com Yanir Seroussi - Distinguished Data Scientist at Automattic @yanir-seroussi RESOURCES https://www.linkedin.com/in/yanirseroussi https://github.com/yanirs https://yanirseroussi.com ABSTRACT The main takeaways shared in the talk: • Don’t compare single-sample confidence intervals by eye • Use enough resamples (15K?) • Use a solid bootstrapping package (e.g., Python ARCH) • Use the right bootstrap for the job • Consider going parametric Bayesian • Test all the things [...] RECOMMENDED BOOKS Alex Castrounis • AI for People and Business • https://amzn.to/3NYKKTo Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • https://amzn.to/2ZD7t0x https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.instagram.com/goto_con https://www.facebook.com/GOTOConferences #DataScience #AI #ML #Bootstrapping #ParametricBayesian #Parametric #Bayesian #SoftwareEngineering #Programming #SoftwareDevelopmentTutorial #ProgrammingTutorial #YanirSeroussi #YOWcon Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1