Recently, I've been reading Programming Collective Intelligence, which is a practical guide to machine learning algorithms, showing how to build a recommendation system, implement a search engine, classify documents, mine websites, use genetic algorithms and simulated annealing, and implement other machine learning tasks. The book shows how to implement each of these in surprisingly few lines of Python.
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