Keys to Building Machine Learning Systems • Garrett Smith • GOTO 2020

This presentation was recorded at GOTO Chicago 2020. #GOTOcon #GOTOchgo http://gotochgo.com Garrett Smith - Founder at Guild AI and Chicago ML ABSTRACT In this session, you learn engineering techniques for building machine learning systems. Machine learning methods are capable of delivering immense business value. But machine learning is still not leveraged in many organizations. Engineering challenges and lack of software and systems experience are leading causes. The solution is to apply engineering practices to machine learning systems development end-to-end. Garrett Smith presents keys to successful ML systems development. These include methods for working with data scientists, common tool sets, and automation. You learn the importance of short, iterative release cycles for data science. You learn how to show business value early in a project. With this information, you're better [...] TIMECODES 00:00 Intro 01:21 What is machine learning? 02:04 AI adoption in the enterprise 2020 05:30 The fundamental problem in most organizations 06:07 Data science vs. traditional software 08:58 ML systems development 14:14 Unify data science & engineering teams 15:43 Use software best practices 16:57 Identify model success criteria metrics 19:20 Solve a simple problem first 20:10 Automate end-to-end on day 1 22:22 Ongoing refactoring with tests 25:05 Keys to building ML systems (summary) Download slides and read the full abstract here: https://gotochgo.com/2020/sessions/1414/keys-to-building-machine-learning-systems RECOMMENDED BOOKS Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ 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 #MachineLearning #ML #DevOps #DataScience #AI #ArtificialIntelligence #Programming Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at http://gotocon.com SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1