Ashwin Pajankar: Hands-on Matplotlib

Cover: 9781484274095 | Hands-on Matplotlib | Learn Plotting and Visualizations with Python 3

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Sprache: Englisch

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Beschreibung

Learn the core aspects of NumPy, Matplotlib, and Pandas, and use them to write programs with Python 3. This book focuses heavily on various data visualization techniques and will help you acquire expert-level knowledge of working with Matplotlib, a MATLAB-style plotting library for Python programming language that provides an object-oriented API for embedding plots into applications.

You'll begin with an introduction to Python 3 and the scientific Python ecosystem. Next, you'll explore NumPy and ndarray data structures, creation routines, and data visualization. You'll examine useful concepts related to style sheets, legends, and layouts, followed by line, bar, and scatter plots. Chapters then cover recipes of histograms, contours, streamplots, and heatmaps, and how to visualize images and audio with pie and polar charts.

Moving forward, you'll learn how to visualize with pcolor, pcolormesh, and colorbar, and how to visualize in 3D in Matplotlib, create simple animations, and embed Matplotlib with different frameworks. The concluding chapters cover how to visualize data with Pandas and Matplotlib, Seaborn, and how to work with the real-life data and visualize it. After reading Hands-on Matplotlib you'll be proficient with Matplotlib and able to comfortably work with ndarrays in NumPy and data frames in Pandas.

What You'll Learn

Understand Data Visualization and Python using Matplotlib

Review the fundamental data structures in NumPy and Pandas

Work with 3D plotting, visualizations, and animations

Visualize images and audio data

Who This Book Is For

Data scientists, machine learning engineers and software professionals with basic programming skills.

What You'll Learn

Understand Data Visualization and Python using Matplotlib

Review the fundamental data structures in NumPy and Pandas

Work with 3D plotting, visualizations, and animations

Visualize images and audio data

Who This Book Is For

Data scientists, machine learning engineers and software professionals with basic programming skills.

Über den Autor

Ashwin Pajankar holds a Master of Technology from IIIT Hyderabad, and has over 25 years of programming experience. He started his journey in programming and electronics with BASIC programming language and is now proficient in Assembly programming, C, C++, Java, Shell Scripting, and Python. Other technical experience includes single board computers such as Raspberry Pi and Banana Pro, and Arduino.

Zusammenfassung

Explains and demonstrates various styles of visualizations (including 3D visualizations)

Explains and demonstrates histograms, streamplots, and heatmaps

Covers visualization of data stored in NumPy, Ndarrays and Pandas data frames

Inhaltsverzeichnis

Chapter 1: Getting Started with Python and Jupyter Notebook.- Chapter 2: Getting Started with NumPy.- Chapter 3 :NumPy Routines and Getting started with Matplotlib .- Chapter 4 : Revisiting Matplotlib Visualizations.- Chapter 5 : Styles and Layouts.- Chapter 6 : Line, Bar, and Scatter Plots.- Chapter 7 : Line, Bar, and Scatter Plots.- Chapter 8 :Image and Audio Visualization.- Chapter 9 : Pie and Polar Charts.- Chapter 10 : PColor, Pcolormesh, and Colorbar.- Chapter 11 : 3D Visualizations in Matplotlib.- Chapter 12 : Animations with Matplotlib.- Chapter 13 : More Recipes of Visualizations with Matplotlib.- Chapter 14 : Introduction to Pandas.- Chapter 15 : Data Acquisition.- Chapter 16 : Visualizing Data with Pandas and Matplotlib.- Chapter 17 : Introduction to Data Visualization with Seaborn.- Chapter 18 : Visualizing real-life Data with Matplotlib and Seaborn.

Details

Erscheinungsjahr:	2021
Fachbereich:	Programmiersprachen
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	xviii 299 S. 229 s/w Illustr. 3 farbige Illustr. 299 p. 232 illus. 3 illus. in color.
ISBN-13:	9781484274095
ISBN-10:	1484274091
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Pajankar, Ashwin
Auflage:	1st ed.
Hersteller:	Apress Apress L.P.
Maße:	254 x 178 x 18 mm
Von/Mit:	Ashwin Pajankar
Erscheinungsdatum:	28.11.2021
Gewicht:	0,605 kg

Artikel-ID: 120441227