Active Inference and Generative Modeling
Machine Learning Street Talk (MLST)
Generative Deep Learning, 2nd Edition [David Foster]...
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May 11 2023 2h 31m
Chapter 1 2 mins
Introducing Generative Deep LearningChapter 2 4 mins
Model Families in Generative ModelingChapter 3 8 mins
Auto Regressive Models and RecurrenceChapter 4 4 mins
Language and True IntelligenceChapter 5 3 mins
Language, Reality, and World ModelsChapter 6 4 mins
AI, Human Experience, and UnderstandingChapter 7 6 mins
GPTs Limitations and World ModelingChapter 8 2 mins
Task-Independent Modeling and Cybernetic LoopChapter 9 2 mins
Collective Intelligence and EmergenceChapter 10 3 mins
Active Inference vs. Reinforcement LearningChapter 11 5 mins
Combining Active Inference with TransformersChapter 12 6 mins
Decentralized AI and Collective IntelligenceChapter 13 3 mins
Regulation and Ethics in AI DevelopmentChapter 14 52 sec
AI-Generated Content and Copyright LawsChapter 15 1 min
Effort, Skill, and AI Models in CopyrightChapter 16 3 mins
AI Alignment and Scale of AI ModelsChapter 17 7 mins
Democratization of AI: GPT-3 and GPT-4Chapter 18 4 mins
Context Window Size and Vector DatabasesChapter 19 59 sec
Attention Mechanisms and HierarchiesChapter 20 3 mins
Benefits and Limitations of Language ModelsChapter 21 9 mins
AI in Education: Risks and BenefitsChapter 22 5 mins
AI Tools and Critical Thinking in the ClassroomChapter 23 12 mins
Impact of Language Models on Assessment and CreativityChapter 24 4 mins
Generative AI in Music and Creative ArtsChapter 25 2 mins
Challenges and Opportunities in Generative MusicChapter 26 7 mins
AI-Generated Music and Human EmotionsChapter 27 5 mins
Language Modeling vs. Music ModelingChapter 28 5 mins
Democratization of AI and Industry ImpactChapter 29 1 min
Recursive Self-Improving SuperintelligenceChapter 30 5 mins
AI Technologies: Positive and Negative ImpactsChapter 31 3 mins
Runaway AGI and Control Over AIChapter 32 7 mins
AI Dangers, Cybercrime, and Ethics