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Review: Programming Collective Intelligence: Building Smart Web 2.0 ApplicationsUser Review - Wai Yip Tung - Goodreads
When this book fist come out in 2007, it generates quite a thrill. For many programmers like me, this opens a door to the world of machine learning. The book introduces a range of machine learn ... Read full review
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Review: Programming Collective Intelligence: Building Smart Web 2.0 ApplicationsUser Review - Will Johnson - Goodreads
I'm not exactly who this book was for. The problem was twofold. 1.) There were a lot of errors in the book. O'reilly's unofficial errata is filled with examples of where the code is incorrect or ... Read full review
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Add this function Akismet algorithm applications average Bayesian classifier blogs branch build calculate chapter collaborative filtering collective intelligence column cost function create database dataset decision tree del.icio.us dendrogram determine dictionary dividing documents dot-product email messages entropy Euclidean distance example Facebook features matrix file called flight genetic programming Google hierarchical clustering import input install learning LIBSVM linear classifier look loops machine-learning match matplotlib method metrics module movie multiplied neighbors neural network node non-negative matrix factorization numpredict.py NumPy optimization output PageRank parameters parse possible predictions probability problem Python session query random row in rows score search engine shown in Figure shows similar simple solution SQLite Superman Returns support-vector machines there’s urlid variables vector weights matrix wordid words
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