The Road to General AI • Danny Lange • GOTO 2021

This presentation was recorded at GOTO AI Summit 2021. #GOTOcon #GOTOcph https://gotocph.com/ai-summit Danny Lange - SVP of AI and ML at Unity Technologies ABSTRACT Senior vice president of machine learning and artificial intelligence at Unity Danny Lange will set the stage by introducing the Road to General Artificial Intelligence. He'll share a range of visuals that show how AI can be implemented in video games. During the talk Danny will also show how he has used AI to improve the businesses he has been involved in, including Amazon, Uber and Unity, so that you can learn how to apply more AI to your own business. [...] TIMECODES 00:00 Intro 01:55 Board & trivia games in AI 04:36 The 4 dimensions to AI 06:12 Nature's learning method: Reinforcement 07:07 Chicken crossing the road: Tabula rasa 07:49 Demo 09:14 Control learning 11:12 Curriculum learning 12:31 Memory in learning 13:14 Hierarchical learning 13:37 Attention 15:34 Multi-agent learning 18:31 Traits in learning 19:43 On the road to a greatly improved AI 31:30 Outro Read the full abstract here: https://gotocph.com/ai-summit/sessions/1975/the-road-to-general-ai 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 #ArtificialIntelligence #AGI #ArtificialGeneralIntelligence #MachineLearning #ML #ReinforcementLearning #RL #CurriculumLearning #ControlLearning #TabulaRasa #MultiAgentLearning #Deepmind #OpenAI 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