Machine learning with Python cookbook : Practical solutions from preprocessing to deep learning

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תיאור מלא

מידע ביבליוגרפי
מחבר ראשי: Albon, Chris
פורמט: Printed Book
יצא לאור: Mumbai: O'reilly: Shhroff Publishers and Distributors, c.2018.
נושאים:
Machine learning. Python (Computer program language)
תוכן הענינים:
  • Vectors, matrices, and arrays
  • Loading data
  • Data wrangling
  • Handling numerical data
  • Handling categorical data
  • Handling text
  • Handling dates and times
  • Handling images
  • Dimensionality reduction using feature extraction
  • Dimensionality reduction using feature selection
  • Model evaluation
  • Model selection
  • Linear regression
  • Trees and forests
  • K-nearest neighbors
  • Logistic regression
  • Support vector machines
  • Naive Bayes
  • Clustering
  • Neural networks
  • Saving and loading trained models.

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