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Applied text analysis with Python : enabling language-aware data products with machine learning /

From news and speeches to informal chatter on social media, natural language is one of the richest and most underutilized sources of data. Not only does it come in a constant stream, always changing and adapting in context; it also contains information that is not conveyed by traditional data source...

Deskribapen osoa

Xehetasun bibliografikoak
Egile Nagusiak: Bengfort, Benjamin, 1984- (Egilea), Bilbro, Rebecca (Egilea), Ojeda, Tony (Egilea)
Formatua: Printed Book
Hizkuntza:English
Edizioa:First edition.
Gaiak:
Aurkibidea:
  • Language and computation
  • Building a custom corpus
  • Corpus preprocessing and wrangling
  • Text vectorization and transformation pipelines
  • Classification for text analysis
  • Clustering for text similarity
  • Context-aware text analysis
  • Text visualization
  • Graph analysis of text
  • Chatbots
  • Scaling text analytics with multiprocessing and Spark
  • Deep learning and beyond.