Practical AI for Business Leaders, Product Managers, and Entrepreneurs

Practical AI for Business Leaders, Product Managers, and Entrepreneurs

Mojarad, Shirin; Essa, Alfred

De Gruyter

04/2022

240

Mole

Inglês

9781501514647

15 a 20 dias

402

Descrição não disponível.
Introduction

What is AI and why it is at the center of major business transformation?

How is it related to machine learning?

What is deep learning, and how is it related to ML?

Why is it important?

How the book is organized

Who is the audience?


Section 1: Machine Learning?Chapter 1.1, introduction, machine learning, different types of machine learning?

Chapter 1.2,?Machine Learning Technical Overview?

Chapter 1.3, Hands-On Machine Learning with Scikit Learn

Chapter 1.4,??Advanced Topics/flavors of Machine learning

Appendix: mathematical interlude




Section 2: Deep Learning?

Chapter 2.1, introduction (what is it, why is it important)

Chapter 2.2,?Deep Learning Technical Overview?

Chapter 2.3, Hands-On Deep Learning with Keras

Chapter 2.4,??Advanced Topics/flavors of deep learning

Appendix: mathematical interlude




Section 3: Putting AI into Practice: Innovation Framework

Chapter 3.1: Diffusion and Dynamics of Innovation

Chapter 3.2: Managing an Innovation Portfolio
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Analytics; Data Science; Big Data; Business Intelligence; Design Patterns