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The Statistics and Calculus with Python Workshop. A comprehensive introduction to mathematics in Python for artificial intelligence applications

The Statistics and Calculus with Python Workshop. A comprehensive introduction to mathematics in Python for artificial intelligence applications

Peter Farrell, Alvaro Fuentes, Ajinkya Sudhir Kolhe, Quan Nguyen, Alexander Joseph Sarver, Marios Tsatsos

E-book
Are you looking to start developing artificial intelligence applications? Do you need a refresher on key mathematical concepts? Full of engaging practical exercises, The Statistics and Calculus with Python Workshop will show you how to apply your understanding of advanced mathematics in the context of Python.

The book begins by giving you a high-level overview of the libraries you'll use while performing statistics with Python. As you progress, you'll perform various mathematical tasks using the Python programming language, such as solving algebraic functions with Python starting with basic functions, and then working through transformations and solving equations. Later chapters in the book will cover statistics and calculus concepts and how to use them to solve problems and gain useful insights. Finally, you'll study differential equations with an emphasis on numerical methods and learn about algorithms that directly calculate values of functions.

By the end of this book, you’ll have learned how to apply essential statistics and calculus concepts to develop robust Python applications that solve business challenges.
  • 1. Fundamentals of Python
  • 2. Python's Main Tools for Statistics
  • 3. Python's Statistical Toolbox
  • 4. Functions and Algebra with Python
  • 5. More Mathematics with Python
  • 6. Matrices and Markov Chains with Python
  • 7. Doing Basic Statistics with Python
  • 8. Foundational Probability Concepts and Their Applications
  • 9. Intermediate Statistics with Python
  • 10. Foundational Calculus with Python
  • 11. More Calculus with Python
  • 12. Intermediate Calculus with Python
  • Titel: The Statistics and Calculus with Python Workshop. A comprehensive introduction to mathematics in Python for artificial intelligence applications
  • Autor: Peter Farrell, Alvaro Fuentes, Ajinkya Sudhir Kolhe, Quan Nguyen, Alexander Joseph Sarver, Marios Tsatsos
  • Originaler Titel: The Statistics and Calculus with Python Workshop. A comprehensive introduction to mathematics in Python for artificial intelligence applications
  • ISBN: 9781800208360, 9781800208360
  • Veröffentlichungsdatum: 2020-08-18
  • Format: E-book
  • Artikelkennung: e_2af8
  • Verleger: Packt Publishing