AI Harmony : Blending Human Expertise and AI For Business.

Format:

Book

Author/Creator:

Flaugher, Brad.

Contributor:

ProQuest ebook central

Lippincott Library Book Endowment Fund.

Language:

English

Subjects (All):

Artificial intelligence--Financial applications.

Artificial intelligence.

Physical Description:

1 online resource (110 p.)

Place of Publication:

Carbondale, Colorado : Pierucci Publishing, 2023.

Contents:

Intro

Foreword

Acknowledgements

Preface

Chapter Summaries

1AI-Enabled Mass Destruction

1.1 The AI Renaissance

1.2 AI Shrinks the Market and Takes Market Share

1.3 The Other Economy, the One Without AI

1.4 (Human and AI) Workers of The World, Unite!

1.5 An AI Sherlock Holmes?

1.6 Is it The Future Yet?

1.7 Key Takeaways

2The End of Good Old-Fashioned Artificial Intelligence

2.1 The AI Textbook of Yore

2.2 Explicit Rules and Codified Human Knowledge

2.3 IBM Tries Every Possible Chess Move

2.4 Statistical Analysis of Handwriting is the Way of the Future

2.5 Less Programmer Intelligence and More Data Intelligence

2.6 From Explicit Rules to a Black Box, and Beyond

2.7 Key Takeaways

3The Regression Theory of Everything

3.1 Let's Avoid Knowledge Representation!

3.2 A Simple Neural Network is also a Linear Regression

3.3 Dummy Variables for Dummies (Wonkish)

3.4 Try That Again With A Few Billion Parameters

3.5 Multicolinearity and the End of Science

3.6 Let's Test Some Random Inputs! Feature Importance and Explainability

3.7 The Universal Machine Learning Workflow

3.8 A Machine Learning Engineer is a Data Janitor

3.9 Key Takeaways

4Creativity and Decision Making with Deep Learning Models

4.1 Theories of Creativity

4.2 Creative Uses of Power Tools

4.3 Garbage In, Garbage Out

4.4 Garbage In, New Perspective Out?

4.5 Concept Drift and the End of Usefulness

4.6 The Impossibility of Fairness

4.7 Transfer Learning Everywhere

4.8 Industrial-Scale Plagiarism

4.9 Working Together is Best

4.10 Key Takeaways

5Case Studies

5.1 Introduction

5.1.1 Sucker Traps to Note When Analyzing Models

5.1.2 Key Terms

5.2 Model Cards

5.2.1 Fluid Dynamics

5.2.2 Shakespearean Text

5.2.3 Lithium Mining

5.2.4 Chess

5.2.5 Go

5.2.6 Large Stock Order

5.2.7 Share Tender Purchase

5.2.8 Stock Trading

5.2.9 Horse Racing

5.2.10 Sperm Counter

5.2.11 Handwriting Recognizer

5.2.12 Drug Discovery

5.2.13 Autism

5.2.14 Online Dating

5.2.15 Online Advertising

5.2.16 Tennis

5.2.17 Hate Speech

5.2.18 Fake News

5.2.19 Legal Contracts

5.2.20 Facial Recognition

5.2.21 Smartwatches

5.2.22 Threat Detection

5.2.23 University Admissions

5.2.24 Credit Score

5.2.25 Social Credit Score

5.2.26 AGI

5.3 Key Takeaways

6Self-Driving with Statistics

6.1 The Dangers of Semi-Autonomy

6.2 Comparing Autopilot Systems

6.3 Who Should The Car Kill?

6.4 Driving Infrastructure

6.5 See You In Court!

6.6 Alternative Approaches

6.7 Key Takeaways

7Unplugging Skynet

7.1 Landmines Everywhere

7.2 The Autonomous Weapons Fallacy

7.3 Where's the Off Button?

7.4 You Can't Handle The Truth!

7.5 AI Doesn't Kill People, People Kill People

Notes:

7.6 Key Takeaways

Electronic reproduction. Ann Arbor, MI Available via World Wide Web.

Local Notes:

Acquired for the Penn Libraries with assistance from the Lippincott Library Book Endowment Fund.

Other Format:

Print version: Flaugher, Brad AI Harmony

ISBN:

9781956257816

1956257810

Publisher Number:

99994609153

Access Restriction:

Restricted for use by site license.