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Python Tools For Scientists

An Introduction to Using Anaconda, JupyterLab, and Python's Scientific Libraries

Lee Vaughan

$100

Paperback

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English
No Starch Press,US
14 March 2023
An introduction to the Python programming language and its most popular tools for scientists, engineers, students, and anyone who wants to use Python for research, simulations, and collaboration.

Python Tools for Scientists will introduce you to Python tools you can use in your scientific research, including Anaconda, Spyder, Jupyter Notebooks, JupyterLab, and numerous Python libraries. You'll learn to use Python for tasks such as creating visualizations, representing geospatial information, simulating natural events, and manipulating numerical data.

Once you've built an optimal programming environment with Anaconda, you'll learn how to organize your projects and use interpreters, text editors, notebooks, and development environments to work with your code. Following the book's fast-paced Python primer, you'll tour a range of scientific tools and libraries like scikit-learn and seaborn that you can use to manipulate and visualize your data, or analyze it with machine learning algorithms.

You'll also learn how to-

Create isolated projects in virtual environments, build interactive notebooks, test code in the Qt console, and use Spyder's interactive development featuresUse Python's built-in data types, write custom functions and classes, and document your codeRepresent data with the essential NumPy, Matplotlib, and pandas librariesUse Python plotting libraries like Plotly, HoloViews, and Datashader to handle large datasets and create 3D visualizations Regardless of your scientific field, Python Tools for Scientists will show you how to choose the best tools to meet your research and computational analysis needs.

By:  
Imprint:   No Starch Press,US
Country of Publication:   United States
Dimensions:   Height: 234mm,  Width: 177mm, 
Weight:   369g
ISBN:   9781718502666
ISBN 10:   1718502664
Pages:   744
Publication Date:  
Audience:   Professional and scholarly ,  Undergraduate
Format:   Paperback
Publisher's Status:   Active
"Introduction Part 1: Setting up for Science Chapter 1: Installing Anaconda and Launching Navigator Chapter 2: Keeping Organized with Conda Environments Chapter 3: Simple Scripting in Jupyter Qt Console Chapter 4: Serious Scripting with Spyder Chapter 5: Jupyter Notebook: An Interactive Journal for Computational Research Chapter 6: JupyterLab: Your Center for Science Part 2: Python Primer Chapter 7: Integers, Floats, and Strings Chapter 8: Variables Chapter 9: The Container Data Types Chapter 10: Flow Control Chapter 11: Functions and Modules Chapter 12: Files and Folders Chapter 13: Object Oriented Programming Chapter 14: Documenting your Work Part 3: The Scientific and Visualization Libraries Chapter 15: The Scientific Libraries Chapter 16: The InfoVis and SciVis Visualization Libraries Chapter 17: The GeoVis Libraries Part 4: The Essential Libraries Chapter 18: Numpy: Numerical Python Chapter 19: Demystifying Matplotlib Chapter 20: Pandas, Seaborn, and Scikit-learn Chapter 21: Managing Dates and Times with Python and Pandas Appendix A: Answers to the ""Test your Knowledge"" Challenges"

Lee Vaughan is a programmer, pop culture enthusiast, educator, and author of Impractical Python Projects and Real-World Python (No Starch Press). As a former executive-level scientist at ExxonMobil, he spent decades constructing and reviewing complex computer models, developed and tested software, and trained geoscientists and engineers.

Reviews for Python Tools For Scientists: An Introduction to Using Anaconda, JupyterLab, and Python's Scientific Libraries

Python Tools for Scientists helps people get up and running in Python so that they can start solving their problems right away instead of being daunted by the dizzying array of tools available in the ecosystem. I wish something like this had been available when I first picked up Python as a scientist! -James Bednar, Director of Custom Services, Anaconda, Inc. Python has a wealth of scientific computing tools, so how do you decide which ones are right for you? This book cuts through the noise to help you deliver results. -Serdar Yegulalp, InfoWorld The book [Python Tools for Scientists] by Lee Vaughan is a critical resource for anyone that is new to Python programming and intends to become a Python expert. It covers all of the critical topics in an easily understandable format and it goes deep enough to be helpful in navigating advanced topics. The book is also true to current Software Engineering standards and gives even new developers the tools to jump start their Python career. -Dr. Alec Yasinsac, Department of Computer Science, University of South Alabama


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