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Re:Ask HN: Extracting book titles from comments by kuboris on Friday April 28, 2017 @01:00AM (#14216960)
I built the simmilar stuff for Reddit using Amazon links. http://booksreddit.com

I'm in the process of adding Goodreads and other book websites to get better suggestions.(Using Amazon API is limiting on scale)

As for your question: I've been researching python natural language processing to get probable named entities and check them against Amazon API. I suggest https://spacy.io that has reasonable named entities extraction. However doing it at a scale might produce lot of books that are named as a common phrases.

Re:Ask HN: Extracting book titles from comments by jmstfv on Friday April 28, 2017 @02:46AM (#14217342)
Haven't heard about spacy, been struggling with Stanford's NER for a few days. Looks great, will check it out. Thanks!