Machine Learning for Developer Self-Care • Erik Meijer • GOTO 2021

This presentation was recorded at GOTO AI Summit 2021. #GOTOcon #GOTOcph https://gotocph.com/ai-summit Erik Meijer - Director of Engineering at Facebook; "Think Like A Fundamentalist, Code Like A Hacker" ABSTRACT Facebook (now Meta) has 2.89 billion monthly active users world wide and generates 4 petabytes of data per day, which is a million gigabyte! How can AI and machine learning be applied to find patterns and help analyze this massive amount of data? Facebook's Director of Engineering Erik Meijer's mission is to use machine learning to make developers more efficient and productive by finding and preventing bugs, crashes, regressions, selecting tests, helping with code reviews and more. Don't miss his talk on how to apply AI and ML in the real world [...] TIMECODES 00:00 Intro 03:31 Software is eating the world, but ML is going to eat software 04:02 How do we operate? 06:03 Archetype 08:40 The magic of duality 11:37 From data to code 15:38 NCS Aroma autocomplete 19:58 Getafix: Predictive test selection 25:33 WW simulation 27:19 Large code models 28:04 Work-item prediction ownership inference 29:34 IR-based bug localization 31:56 Outro Download slides and read the full abstract here: https://gotocph.com/ai-summit/sessions/1976/machine-learning-for-developer-self-care-online RECOMMENDED BOOKS 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 Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision • https://amzn.to/3m9HNjP Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • https://amzn.to/2XZaQy8 https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.facebook.com/GOTOConferences #AI #ML #ArtificialIntelligence #MachineLearning #ErikMeijer #Facebook #Meta #DataScience #Data #Programming #Software2 #10xDeveloper #Duality #Clustering #IntegrationTest #UnitTest #Aroma #Getafix #WWsimulation 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