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      $25

      The Deep Learning AI Playbook

      Strategy for Disruptive Artificial Intelligence

      Visit https://deeplearningplaybook.com for more information.

      You can listen to a section of this book here: https://medium.com/intuitionmachine/the-strange-loop-in-alphago-zeros-self-play-6e3274fcdd9f

      Deep Learning Artificial Intelligence involves the interplay of Computer Science, Physics, Biology, Linguistics and Psychology. In addition to that, it is technology that can be extremely disruptive. The ramifications to society and even our own humanity will be profound. There are few subjects that are as captivating and as consequential as this. Surprisingly, there is very little that is written about this new technology in a more comprehensive and cohesive way. This book is an opinionated take on the developments of Deep Learning AI.

      One question many have will be "how to apply Deep Learning AI in a business context?" Technology that is disruptive does not automatically imply that its application to valuable use cases will be apparent. For years, many people could not figure out how to monetize the World Wide Web. We are in a similar situation with Deep Learning AI. The developments may be mind-boggling but its monetization is far from being obvious. This book presents a framework to address this shortcoming.

      Paperback and Hardbound available at: http://www.lulu.com/spotlight/playbook

      Wholesale paperback purchase, please contact info@intuitionmachine.com

      I however prefer this digital version over the print due to the links being clickable and its lower ecological footprint.

      Preface 1

      1 Introduction 5

      Disruptive Artificial Intelligence 6

      What is Deep Learning? 10

      Tribes of Artificial Intelligence 13

      Survey of the Major Players 21

      2 Applications in the Wild 27

      Self Driving Enterprises 27

      Assistive and Generative Capabilities 30

      Predicting Human Behavior 32

      Machines that Teach 35

      Summary 36

      3 Intuition and Cognitive Bias 40

      Limits of Rational Thought 40

      Artificial Intuition 44

      Variety of Intelligences 50

      Learning using Intuition 55

      Natural Stupidity 61

      Weaponized AI 65

      Legacy Bias 68

      Summary 72

      4 Deep Learning Meta Model 73

      Ilities 73

      Unknowable Knowns 76

      Characteristics of Artificial Intuition 79

      A Roadmap for Deep Learning 82

      Exploitation, Exploration and Representation 87

      Meta Model 92

      A Reality Checklist 96

      Deep Learning Limitations 98

      Artificial General Intelligence 105

      The Strange Loop 107

      Summary 112

      5 Re-imagine Enterprises 113

      Introduction 113

      Disruption with Learning Platforms 114

      Architectures of Participation 119

      Levels of Automation 122

      The Responsive Corporation 125

      Defensible Business Models 128

      Summary 131

      6 Best Practices 132

      Accelerate Productivity 132

      Embrace Agility 136

      Understand the Development Lifecycle 139

      Alchemy and Black Magic 142

      Manage Technical Debt 147

      Treat Data as Assets 153

      Reveal Dark Data 154

      Democratize your Data 155

      UX Design 157

      Acquire Relevant Talent 159

      Humans in the Loop 160

      Summary 164

      7 The Deep Learning Canvas 166

      Introduction 166

      Jobs To Be Done 169

      The Canvas 177

      Case Studies 180

      Summary 192

      8 Contextual Adaptation 194

      Biologically Inspired Architecture 195

      Generalization 196

      Transfer Learning and Domain Adaptation 201

      Loose Coupling 203

      Context Entanglement 211

      9 Double Exponential Progress 215

      Modular Deep Learning 216

      Meta Learning 224

      Game Theoretic Coordination 238

      Deep Teaching 245

      Near Term Predictions 248

      Three Dimensions of Cognition 252

      Summary 258

      10 Literate Machines 261

      Coordinating Rationality and Intuition 263

      Learning to Communicate 268

      Explainability 272

      AlphaGo Zero’s Self-Learning 275

      Summary 282

      11 Human Compatible AI 283

      Jobs that are Safe 284

      Temporal Impedance Mismatch 289

      Decisions and Responsibility 291

      A.I. Regulation 292

      Seven Deadly Sins 295

      Provably Beneficial AI 299


      Copyright © 2017 Carlos E. Perez

      All rights reserved.

      ISBN: 197816310X

      ISBN-13: 978-1978163102

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      • Size 5.2MB
      • Length 320 pages
      • Format ePub, PDF

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