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This presentation was recorded at GOTO Amsterdam 2023. #GOTOcon #GOTOams Phil Winder - CEO of , Author of “Reinforcement Learning“ @philwinder263 RESOURCES ABSTRACT The UK government’s communications regulator, Ofcom, commissioned to produce a report to improve their understanding of the end-to-end AI governance processes that support the creation and deployment of automated content classifiers used in moderating online content. Together we interviewed social media platforms and moderation technology vendors to ask them about the tools, technologies and processes that are often referred to as machine learning operations (MLOps). In this presentation, I will distill the findings of the report and share some of the insights that we gained from the interviews. With a particular emphasis on online safety, you will learn about how MLOps and AI governance is used within these companies to help ensure that their AI solutions are safe and effective. You will also learn about the challenges that they face in operating their AI solutions at scale. Finally, this presentation will emphasise the importance of online safety and briefly review the UK government’s Online Safety Bill and the impact that it may have. This presentation focuses on the importance of online safety and is therefore relevant to anyone interested in keeping people safe online. On a technical level, this presentation delves into the use of AI, AI governance, and MLOps, and is therefore relevant to anyone who is interested in AI. [...] TIMECODES 00:00 Intro 01:10 Social media 02:20 Is speech really free? 03:23 Other laws 05:25 Online safety 09:27 Ofsted 13:01 Online safety bill 13:50 What is “illegal content“? 14:42 OSM - Ramifications 18:06 Social media - Scale 19:46 How? - AI of course! 20:36 What's MLOps? 21:35 Report methodology 23:25 General findings 33:42 EU AI act 39:59 What's next? 41:26 Outro Download slides and read the full abstract here: RECOMMENDED BOOKS Phil Winder • Reinforcement Learning • Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision • Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • #MLOps #AI #ML #ReinforcementLearning #OnlineSafety #SocialMedia #OnlineSafetyBill #PhilWinder #WinderAI #Ofcom #AIGovernance Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at Sign up for updates and specials at SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily.
