Demystifying AI for the Enterprise

Chapter 2 Learning Algorithms, Machine/Deep Learning, and Applied AI: A Conceptual Framework

Prashant Natarajan

H2O.ai

Bob Rogers

UCSF Center for Digital Health Innovation

Oii Incorporated

Harvard University IACS

DOI: 10.4324/9781351032940-2

Contents

1. Introduction
   • Chapter Overview
   • A Brief History of AI-ML
   • What’s Different about AI-ML Today?
   • What Is Machine Learning?
   • How Do Machines Reason and Learn: A Crash Course in Learning Algorithms
     • Mastering the Basics of Machine Learning
     • Artificial Neural Networks: An Overview
     • Deep Learning
   • A Guided Tour of Learning Algorithms
   • Best Practices for Successful Machine Learning and AI Applications in Your Enterprise
     • Ask a Specific Question
     • Start Simple
     • Try Many Algorithms
     • Treat Your Data with Suspicion ...