Saturday 6 October 2018

Book Review: Artificial Intelligence: A Modern Approach

The third book that I read about Artificial intelligence is a rather academic one, written by Stuart Russell and Peter Norvig.

With more than a thousand pages, it is too heavy for an introduction to the field. It is more suitable for people looking for an academic, or theoretical research of the AI field.

The book focuses quite much on information theory, searching, representation of knowledge and how to handle uncertainties. All those subjects are interesting, but all the theory in the first 850 pages feel a bit overwhelming.

The interesting chapters are in the end (natural language, image perception, robotics and the road ahead).

If I'd have more time to spend reading the book (I'm on a parental leave now and the book loan is four weeks only), I would have given it more time. Now, I skipped 3/4 of the book. That is more related to my personal situation than the qualities of the book.

I think that a combination of the two other books that I've written about will give a good introduction to the AI field.

One Sidenote
There is one aspect of AI that I've been thinking above that I don't see in the books: We, the humans. In many cases we don't know, or we don't admit what goals we want to pursue. Often the goals, or the focus changes quickly, and we often choose actions that will prevent the goals.

For example, the overall goal with customer support centres is to resolve the end users issues. When KPIs are introduced to monitor the efficiency (often defined as time to resolve tickets), the agents have incentives to close tickets before the issue is solved, forcing the end user to call another agent and describe the problem again. If we request an AI to target several conflicting goals, we will see very... interesting results.

I've also seen cases where policymakers want to dodge responsibility for their decicions by forcing their own agencies to make cruel decisions. When the decisions are critizised, the policymakers can blame the agency.

On the other hand, when defining utility functions and their relative priority and preferences, hopefully a clever AI system, or its designers will be able to confront the customer and make them make up their mind.

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