Książka OUTLIER DETECTION IN PYTHON KENNEDY BRETT

OUTLIER DETECTION IN PYTHON

Autor: KENNEDY BRETT
Język: Angielski
Oprawa: Miękka
Wydawca: MANNING
Dostępność: Dostępna u dostawcy
Wysyłamy za 9-15 dni
278.04
Learn how to find the unusual, interesting, extreme, or inaccurate parts of your data.Outliers can b...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2024
strony
560
EAN
9781633436473
Enbook ID
46456290
Wydawca
Waga
1024

Pełny opis

Learn how to find the unusual, interesting, extreme, or inaccurate parts of your data.

Outliers can be the most informative parts of your data, revealing hidden insights, novel patterns, and potential problems. For a business, this can mean finding new products, expanding markets, and flagging fraud or other suspicious activity. Outlier Detection in Python introduces the tools and techniques you''ll need to uncover the parts of a dataset that don''t look like the rest, even when they''re the more hidden or intertwined among the expected bits.

In Outlier Detection in Python you''ll learn how to:

  • Use standard Python libraries to identify outliers
  • Pick the right detection methods
  • Combine multiple outlier detection methods for improved results
  • Interpret your results
  • Work with numeric, categorical, time series, and text data


Outlier detection (OD) is a vital tool for everything from financial auditing to network security. OD techniques also work for testing datasets for quality, collection errors, and data drift. This unique guide introduces the core tools of outlier detection like scikit-learn and PyOD, the principal algorithms used in outlier detection, and common pitfalls you might encounter.

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