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Learn Python by Building Data Science Applications

You're reading from   Learn Python by Building Data Science Applications A fun, project-based guide to learning Python 3 while building real-world apps

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Product type Paperback
Published in Aug 2019
Publisher Packt
ISBN-13 9781789535365
Length 482 pages
Edition 1st Edition
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Authors (2):
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Philipp Kats Philipp Kats
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Philipp Kats
David Katz David Katz
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David Katz
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Toc

Table of Contents (26) Chapters Close

Preface 1. Section 1: Getting Started with Python
2. Preparing the Workspace FREE CHAPTER 3. First Steps in Coding - Variables and Data Types 4. Functions 5. Data Structures 6. Loops and Other Compound Statements 7. First Script – Geocoding with Web APIs 8. Scraping Data from the Web with Beautiful Soup 4 9. Simulation with Classes and Inheritance 10. Shell, Git, Conda, and More – at Your Command 11. Section 2: Hands-On with Data
12. Python for Data Applications 13. Data Cleaning and Manipulation 14. Data Exploration and Visualization 15. Training a Machine Learning Model 16. Improving Your Model – Pipelines and Experiments 17. Section 3: Moving to Production
18. Packaging and Testing with Poetry and PyTest 19. Data Pipelines with Luigi 20. Let's Build a Dashboard 21. Serving Models with a RESTful API 22. Serverless API Using Chalice 23. Best Practices and Python Performance 24. Assessments 25. Other Books You May Enjoy

Chapter 9

What is a shell? Why and when are command-line interfaces advantageous compared to graphical interfaces?

A shell is a user interface that you use to interact with the operating system of a computer. Usually, people use this term to refer to a command-line shell that allows you to control the OS with a set of textual commands. There are three main advantages of command-line interfaces over GUIs. First, textual commands can be combined and stored and thus form scripts. Second, they require a minimal amount of memory and thus are way more suitable for interacting with remote machines via the internet. Third, command-line interfaces are quite unified across different operating systems—commands on Linux and macOS are identical, and even Windows has either similar or aliased commands.

What exactly does version control mean? Is it suitable for research projects?

Version...

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