Python Programming for Data Analysis, Hardcover by Unpingco, Jose, Like New U...

by José Unpingco

$112 · Offered by eBay

Python Programming for Data Analysis, Hardcover by Unpingco, Jose, ISBN 3030689514, ISBN-13 9783030689513, Like New Used, Free shipping in the US This textbook grew out of notes for the ECE143 Programming for Data Analysis class that the author has been teaching at University of California, San Diego, which is a requirement for both graduate and undergraduate degrees in Machine Learning and Data Science. This book is ideal for readers with some Python programming experience. Th covers key language concepts that must be understood to program effectively, especially for data analysis applications. Certain low-level language features are discussed in detail, especially Python memory management and data structures. Using Python effectively means taking advantage of its vast ecosystem. Th discusses Python package management and how to use third-party modules as well as how to structure your own Python modules. The section on object-oriented programming explains features of the language that facilitate common programming patterns. After developing the key Python language features, th moves on to third-party modules that are foundational for effective data analysis, starting with Numpy. Th develops key Numpy concepts and discusses internal Numpy array data structures and memory usage. Then, the author moves onto Pandas and details its many features for data processing and alignment. Because strong visualizations are important for communicating data analysis, key modules such as Matp

  • Publisher: Springer International Publishing A&G
  • Year: 2021
  • Binding: Hardcover
  • ISBN: 9783030689513
  • Condition: Fine

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