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

bWith examples and activities that help you achieve real results, applying calculus and statistical methods relevant to advanced data science has never been so easy/bh4Key Features/h4ulliDiscover how most programmers use the main Python libraries when performing statistics with Python/liliUse descri...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
1. Verfasser: Farrell, Peter (VerfasserIn)
Format: Elektronisch E-Book
Sprache:English
Veröffentlicht: Birmingham Packt Publishing Limited 2020
Ausgabe:1
Schlagworte:
Online-Zugang:UER01
Zusammenfassung:bWith examples and activities that help you achieve real results, applying calculus and statistical methods relevant to advanced data science has never been so easy/bh4Key Features/h4ulliDiscover how most programmers use the main Python libraries when performing statistics with Python/liliUse descriptive statistics and visualizations to answer business and scientific questions/liliSolve complicated calculus problems, such as arc length and solids of revolution using derivatives and integrals/li/ulh4Book Description/h4Are 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.h4What you will learn/h4ulliGet to grips with the fundamental mathematical functions in Python/liliPerform calculations on tabular datasets using pandas/liliUnderstand the differences between polynomials, rational functions, exponential functions, and trigonometric functions/liliUse algebra techniques for solving systems of equations/liliSolve real-world problems with probability/liliSolve optimization problems with derivatives and integrals/li/ulh4Who this book is for/h4If you are a Python programmer who wants to develop intelligent solutions that solve challenging business problems, then this book is for you.
Beschreibung:1 Online-Ressource (740 Seiten)
ISBN:9781800208360

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