ML Security Operations at One of the Largest Brewing Companies • Maurits van der Goes • GOTO 2022

This presentation was recorded at GOTO Amsterdam 2022. #GOTOcon #GOTOams http://gotoams.nl Maurits van der Goes - Data Engineer at Heineken ORIGINAL TALK TITLE Machine Learning Security Operations at One of the World's Largest Brewing Companies ABSTRACT Data plays an increasingly important role in every industry, and that includes brewers. To foster its competitive position and expand into new markets, Heineken - a worldwide brewing leader for over 150 years - plans to leverage the vast amounts of data they collect. Machine Learning has thus become key for turning Big Data into actionable insights and data-driven improvements. But how can this be scaled in a secure way? In this session, Maurits will discuss parallels between MLSecOps and DevSecOps, talk about a specific use case from Heineken and present how Heineken manages to automate security in the entire process. You will learn more about: • Focus areas of Machine Learning Security Operations • The role of security in Machine Learning [...] TIMECODES 00:00 Intro 04:42 Data democratization 05:20 MLOps: Machine learning operations 06:03 Machine learning operations life cycle 09:14 Shift-left security 09:56 What is MLSecOps? 14:39 Use case: Secure ML workbench 15:34 Use case: Insecure ML workbench 18:49 Quiz 19:55 Security importance 21:10 Sonatype Nexus 22:39 Use case: Secure ML workbench 23:50 Conclusion 24:42 Outro Read the full abstract here: https://gotoams.nl/2022/sessions/1983/machine-learning-security-operations-at-one-of-the-worlds-largest-brewing-companies RECOMMENDED BOOKS Liz Rice • Container Security • https://amzn.to/3oU4iJe Liz Rice • Kubernetes Security • https://www.oreilly.com/library/view/kubernetes-security/9781492039075 Aaron Parecki • OAuth 2.0 Simplified • https://amzn.to/2A3IMOf Aaron Parecki • OAuth 2.0 Servers • https://amzn.to/3ecHEsz Aaron Parecki • The Little Book of OAuth 2.0 RFCs • https://amzn.to/3i7qnlC Erdal Ozkaya • Cybersecurity: The Beginner's Guide • https://amzn.to/2T6OIj3 Jim Manico & August Detlefsen • Iron-Clad Java • https://amzn.to/3qGqwBw Richer & Sanso • OAuth 2 in Action • https://amzn.to/3hXiAH6 Wilson & Hingnikar • Demystifying OAuth 2.0, OpenID Connect, and SAML 2.0 • https://amzn.to/2U8iLY2 https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.facebook.com/GOTOConferences #MLSecOps #DevSecOps #ML #AI #ArtificialIntelligence #MachineLearning #Security #Cybersecurity #Heineken #DataScience #Programming #SoftwareEngineering #BigData #MLOps #Sonatype #Nexus #SonatypeNexus #Azure #NewRelic 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