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Machine Learning is a subfield of computer science that draws on elements from algorithmic analysis, computational statistics, mathematics, optimization, etc. It is mainly concerned with the use of data to construct models that have high predictive/forecasting ability. Topics include modeling building, applications, theory, etc.
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Sentiment Analysis Tutorial
As Dawny said i would suggest NLTK Book too. And in R language 'tm' library is pretty useful. So try here for more related text mining stuff with R. r-blog also worth of consider.
good luck.