The premise of this book, is that if you know how to program, you can use that skill to learn other topics. This book uses Python code instead of math, and discrete approximations instead of continuous mathematics. As a result, what would be an integral in a math book becomes a summation, and most operations on probability distributions are simple loops.
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The Bayesian method is the natural approach to inference, yet it is hidden from readers behind chapters of slow, mathematical analysis. The typical text on Bayesian inference involves two to three chapters on probability theory, then enters what Bayesian inference is.
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Ruby on Rails can be deceiving in terms of being easy to learn, but it is nonetheless one of the nicest frameworks when it comes to building functional web applications. The Rails framework helps developers to build websites and applications, because it abstracts and simplifies common repetitive tasks.
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Manning is an independent publisher of computer books and video courses for software developers, engineers, architects, system administrators, managers and all who are professionally involved with the computer business. They also publish for students and young programmers, including occasionally for children.
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A guide to practical data mining, collective intelligence, and building recommendation systems by Ron Zacharski.
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There’ll be a long list of free ebooks and resources – 390 of them, sorted out in categories which you might find useful in your pursue of mastery in a non-Windows environment.
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“If the statistics are boring, then you’ve got the wrong numbers.” –...
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“Fun and versatile mini-computer tailor-made for hobbyists and budding programmers.”...
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