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      $15

      Artificial Intuition : The Improbable Deep Learning Revolution

      I challenge you to find a study that is as fascinating and exciting as Deep Learning. Deep Learning is a new kind of Artificial Intelligence technology that emerged at around 2012. Daniel Kahneman, the Nobel prize-winning psychologist, and economist introduced the idea that the human brain has two kinds of cognitive or thinking machinery. He dubbed this "Thinking Fast and Slow". The fast cognitive mechanism is commonly understood as intuition. The slower kind is of the deliberative kind and is understood as rational thought. This book frames the emergent technology of Deep Learning as a kind of artificial intuition. This idea of Deep Learning as intuition is an extremely compelling narrative and can form a very solid mental model to think about its ramifications. We are all going to be profoundly impacted by this new kind of Artificial Intelligence and it is critical we all develop at least a good intuition of how and why it will transform our technology and ultimately our civilization.

      The images on the cover of the book are generated by Deep Learning automation. 

      Preface 12

      1 Introduction 14

      A New Kind of Artificial Intelligence 16

      What is Deep Learning? 20

      Explaining to a Five Year Old 23

      Tribes of Artificial Intelligence 24

      The Deep Learning Industrial Complex 31

      Heart Throbbing Hardware 36

      The Sputnik Moment in Asia 40

      2 Deep Learning is Eating the World 44

      Self Driving Machines 44

      Artistic Machines 47

      The Uncanny Valley 49

      Reading Human Minds 51

      Machines that Teach 54

      Summary 55

      3 Our Cognitive Stack 59

      Variety of Human Intelligences 60

      Learning using Intuition 64

      Natural Stupidity 71

      Hacking Intuition 74

      Human Legacy Bias 77

      4 Artificial Intuition 82

      Limits of Rationality 83

      Artificial Intuition 86

      Characteristics of Artificial Intuition 93

      Growing Innate Intuition 97

      Intuition Demolishes Logic 101

      5 Uncertain Reality 105

      Unknowable Knowns 106

      Probability and Causality 108

      Cargo Cult Science and Alchemy 116

      Exploitation, Exploration and Representation 124

      A Roadmap for Deep Learning 129

      Meta Model 134

      Stochastic Gradient Descent 138

      A Reality Checklist 145

      Deep Learning Limitations 147

      Artificial General Intelligence 153

      6 The Learning Universe 156

      Alien Intelligences in Our Midst 157

      Biological Brains are Digital 160

      The Holographic Principle 163

      Imaginary Numbers 169

      Non-Equilibrium Information Dynamics 175

      Chaos and Entanglement 183

      Deconstructing Complexity 188

      Sand Piles 194

      The Origins of Life and Learning 197

      7 Capitalism in the Age of Intelligence 203

      Disruption with Learning Platforms 204

      Architectures of Participation 209

      Levels of Automation 212

      The Responsive Corporation 215

      8 Knowledge Creation 219

      Accelerated Productivity 220

      The Agile Manifesto 223

      Pattern Languages 227

      Alchemy and Black Magic 232

      Data is the new Vineyard 234

      Humans in the Loop 235

      9 Contextual Adaptation 240

      Biologically Inspired Architecture 241

      Generalization 243

      Deep Teaching 247

      Three Dimensions of Cognition 250

      The Spectrum of Embodied Learning 256

      10 Conversational Cognition 262

      Coordinating Rationality and Intuition 265

      Learning to Communicate 270

      The Many Body Problem 274

      Explainability 277

      AlphaGo Zero’s Self-Learning 279

      Architectures of Collaboration 287

      Machine Self-Awareness 293

      The Strange Loop 298

      11 Human Compatible AI 304

      Jobs that are Safe 305

      Temporal Impedance Mismatch 311

      Decisions and Responsibility 312

      AI Regulation 314

      Seven Deadly Sins 317

      Provably Beneficial AI 321

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      Artificial Intuition : The Improbable Deep Learning Revolution

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