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More Information on my Book

I mentioned a couple of months ago that I would be writing a book for O’Reilly (the publishing company, not the TV host). Now that I’ve achieved my first writing milestone, and have a few chapters completed, I can share a little bit more.

It doesn’t yet have a confirmed title, but the subject of the book is “Collective Intelligence”. This is a phrase that’s getting a bit more use lately and probably encompasses a number of meanings, but in this context it refers to taking the behavior or preferences of a group of people and combining it to create new information. A familiar example, and the subject of the first chapter, is a recommendataion system like Amazon’s, which uses the purchases of thousands of customers to guess what another customer might like to buy next. Other topics include automatic document filtering, search engines, online dating, blog groupings and interpreting server logs.

The book explains a number of machine learning algorithms and statistical methods that are used to combine the information. In contrast to many AI books that I’ve read I’m trying to give a lot of real-world examples related to internet applications and provide complete working code so that readers aren’t stuck trying to turn abstract ideas into a program. Many of the examples involve combining a machine-learning algorithm with API calls from another website such as Google or Kayak. The code is in the book is in Python, and I’m hoping to provide the examples in several other programming languages online after the book is published.

Anyway, I hope this subject interests you or someone you know. I’ve been noticing an increasing interest in these types of techniques in a variety of fields — I’ll talk more about that in a later blog post.

52 Responses to “More Information on my Book”

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    That sounds fascinating Toby. Do loyal users of your products get an autographed copy?

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    Hi Toby,

    I am sorry to contact this way, but I could not find another way to email you. Tasktoy has really been “under the weather” over the past week. I was hoping you could shed some light on what is causing these issues. I cannot get to it right now and have not been able to all day. I could sporadically over the weekend.

    This is the error message when I visit tasktoy.com:

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    An error was encountered while publishing this resource.

    Error Type: MemoryError
    Error Value:

    Troubleshooting Suggestions

    The URL may be incorrect.
    The parameters passed to this resource may be incorrect.
    A resource that this resource relies on may be encountering an error.
    For more detailed information about the error, please refer to the error log.

    If the error persists please contact the site maintainer. Thank you for your patience.”

    If you could please shoot off a quick email to me, and let me know what is going on. Tasktoy is awesome! and I thank you profusely for creating it. it works so simply and just makes my life so much more organized. I hope all is well with you and with tasktoy. please let me know as soon as you find a second. Thanks.

    Joe Freudenthal
    http://www.naymz.com/search/joe/freudenthal/1027

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    Manfred Hellrigl:

    Me too! I’m also a heavy user of tasktoy and now suffering from this failure. Please let us know, what’s going on.

    Thanks and greetings
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    I found this site with a discussion about the tasktoy-failure:

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    Greetings
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