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by Mihai Surdeanu and Marco A. Valenzuela-Escárcega: A "gentle" introduction focused on readers skilled in other domains. The full book PDF is hosted by the University of Arizona . Academic Course Materials (PDF Slides & Notes)

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These books are widely considered the "gold standard" and offer free digital versions or drafts: by Mihai Surdeanu and Marco A

Many top-tier universities host their course materials publicly: Deep Learning for Natural Language Processing: Academic Course Materials (PDF Slides & Notes) Finding

by Ian Goodfellow, Yoshua Bengio, and Aaron Courville: While a general deep learning book, it provides the essential mathematical foundation for NLP. You can read it for free on the official book website .

by Dan Jurafsky and James H. Martin: Often cited as the most comprehensive NLP textbook. The authors provide frequently updated PDF drafts .