Building Intelligent Systems

Shows you how to plan for the various phases of an intelligent system from implementation to operationwhat is required to succeed, and when it is time to progress Teaches you how to craft experiences that collect the data needed to evaluate and grow intelligence

Describes how to design a system to take over model production from humans once the creation process has become reasonably routine

Auteur

Geoff Hulten is a Machine Learning Scientist and PhD in machine learning. He has managed applied machine learning teams for over a decade, building dozens of Internet-scale Intelligent Systems that have hundreds of millions of interactions with users every day. His research has appeared in top international conferences, received thousands of citations, and won a SIGKDD Test of Time award for influential contributions to the data mining research community that have stood the test of time.

Contenu
Part 1: Approaching an Intelligent System Project.- Chapter 1: Introducing Intelligent Systems.- Chapter 2: Knowing When to Use Intelligent Systems.- Chapter 3: A Brief Refresher on Working with Data.- Chapter 4: Defining the Intelligent System's Goals.- Part 2: Intelligent Experiences.- Chapter 5: The Components of Intelligent Experiences.- Chapter 6: Why Creating Intelligence Experiences Is Hard.- Chapter 7: Balancing Intelligent Experiences.- Chapter 8: Modes of Intelligent Interaction.- Chapter 9: Getting Data from Experience.- Chapter 10: Verifying Intelligent Experiences.- Part 3: Implementing Intelligence.- Chapter 11: The Components of an Intelligence Implementation.- Chapter 12: The Intelligence Runtime.- Chapter 13: Where Intelligence Lives.- Chapter 14: Intelligence Management.- Chapter 15: Intelligent Telemetry.- Part 4: Creating Intelligence.- Chapter 16: Overview of Intelligence.- Chapter 17: Representing Intelligence.- Chapter 18: The Intelligence Creation Process.-Chapter 19: Evaluating Intelligence.- Chapter 20: Machine Learning Intelligence.- Chapter 21: Organizing Intelligence.- Part 5: Orchestrating Intelligent Systems.- Chapter 22: Overview of Intelligence Orchestration.- Chapter 23: The Intelligence Orchestration Environment.- Chapter 24: Dealing with Mistakes.- Chapter 25: Adversaries and Abuse.- Chapter 26: Approaching Your Own Intelligent System.-