Explainable AI Explained for Developers • Joop Snijder & Willem Meints • GOTO 2022

This presentation was recorded at GOTO Amsterdam 2022. #GOTOcon #GOTOams http://gotoams.nl Joop Snijder - CTO at Aigency @JoopSnijder Willem Meints - Microsoft MVP & Chief AI Architect at Aigency @willemmeints3123 ABSTRACT Nowadays, developers can easily create machine learning models with AutoML. But when you make models, you also get associated responsibilities. For example, a machine learning model is only complete if you explain the outcome. But how do you do that? And to whom do you explain? And why should you be able to do this as a Developer? In this session, you will learn why Explainable AI is an essential skill for a Developer to master when training machine learning models. In the first part of the session, you will learn why Explainable AI is important from a business perspective and why you need to know this as a Developer. In the second part of this session, you’ll learn how to explain machine learning models in practice. We’ll dive in-depth into tooling to explain machine learning models and show you how to interpret these explanations. [...] TIMECODES 00:00 Intro 02:34 Explain ML models 02:45 AutoML 06:10 Demo 10:37 AutoML (continued) 14:22 Why explainable AI? 19:58 Demo 20:54 Why explainable AI? (continued) 25:10 Segmentation 30:42 Takeaways 31:13 Outro Read the full abstract here: https://gotoams.nl/2022/sessions/2066/explainable-ai-explained-for-developers 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 #ExplainableAI #AI #ML #ArtificialIntelligence #MachineLearning #AutoML #DataScience 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