User Feedback
AI Systems Learn
New Technology
Quantifying Model Performance
Updating and Reviewing the Idea Bank
Knowledge Base
Building a Model Library
Contributing to Open Source
Data Improvements
With Great Power Comes Responsibility
Pitfalls
Action Checklist
Notes
11 CHAPTER 8: Conclusion The Intelligent Business Model The Recap So What Are You Waiting For?
12 APPENDIX A: AI Experts AI Experts Chris Ackerson Jeff Bradford Nathan S. Robinson Evelyn Duesterwald Jill Nephew Rahul Akolkar Steven Flores
13 APPENDIX B: Roadmap Action Checklists Step 1: Ideation Step 2: Defining the Project Step 3: Data Curation and Governance Step 4: Prototyping Step 5: Production Thriving with an AI Lifecycle
14 APPENDIX C: Pitfalls to Avoid Step 1: Ideation Step 2: Defining the Project Step 3: Data Curation and Governance Step 4: Prototyping Step 5: Production Thriving with an AI Lifecycle
15 Index
List of Tables
1 Chapter 2TABLE 2.1 A sample idea bank
2 Chapter 5TABLE 5.1 Sample tech selection chatbot technologies
List of Illustrations
1 Chapter 1FIGURE 1.1 Example of a FANUC RobotFIGURE 1.2 The AI Adoption Roadmap
2 Chapter 2FIGURE 2.1 The Standard Interpretation of the Turing TestFIGURE 2.2 A Neural Network with a Single NeuronFIGURE 2.3 A Fully Connected Neural Network with Multiple LayersFIGURE 2.4 A Venn Diagram Describing How Deep Learning Relates to AIFIGURE 2.5 An Enhanced Organizational ChartFIGURE 2.6 An Information Flow Before an AI SystemFIGURE 2.7 An Information Flow After an AI SystemFIGURE 2.8 A Sample Process FlowchartFIGURE 2.9 An Example Grouping of Ideas
3 Chapter 3FIGURE 3.1 The Design Thinking Process
4 Chapter 4FIGURE 4.1 Data Available for Training AI ModelsFIGURE 4.2 The Typical Data Science Flow
5 Chapter 5FIGURE 5.1 The Stages and Roles Involved with FeedbackFIGURE 5.2 A Logical Architecture for a Support ChatbotFIGURE 5.3 A Physical Architecture for a Support ChatbotFIGURE 5.4 Sample Catalog of AI Cloud Services from IBM
6 Chapter 6FIGURE 6.1 Promoting Application Code from Stage to ProductionFIGURE 6.2 Promoting a Model from Stage to ProductionFIGURE 6.3 Acceptance, Integration, and Unit TestingFIGURE 6.4 Sample Chatbot Architecture that Includes a Human in the LoopFIGURE 6.5 Example of a Workload that Exhibits Spikes
7 Chapter 7FIGURE 7.1 Sample Confusion Matrix for an Animal Classifier
Guide
1 Cover
2 Table of Contents
Pages
1 iii
2 iv
3 ix
4 x
5 xi
6 1
7 2
8 3
9 4
