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
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