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- The Python Workshop. Learn to code in Python and kickstart your career in software development or data science
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The Python Workshop. Learn to code in Python and kickstart your career in software development or data science
Andrew Bird, Dr. Lau Cher Han, Mario Corchero Jiménez, Graham Lee, Corey Wade
Ebook
Have you always wanted to learn Python, but never quite known how to start?
More applications than we realize are being developed using Python because it is easy to learn, read, and write. You can now start learning the language quickly and effectively with the help of this interactive tutorial.
The Python Workshop starts by showing you how to correctly apply Python syntax to write simple programs, and how to use appropriate Python structures to store and retrieve data. You'll see how to handle files, deal with errors, and use classes and methods to write concise, reusable, and efficient code.
As you advance, you'll understand how to use the standard library, debug code to troubleshoot problems, and write unit tests to validate application behavior.
You'll gain insights into using the pandas and NumPy libraries for analyzing data, and the graphical libraries of Matplotlib and Seaborn to create impactful data visualizations. By focusing on entry-level data science, you'll build your practical Python skills in a way that mirrors real-world development. Finally, you'll discover the key steps in building and using simple machine learning algorithms.
By the end of this Python book, you'll have the knowledge, skills and confidence to creatively tackle your own ambitious projects with Python.
More applications than we realize are being developed using Python because it is easy to learn, read, and write. You can now start learning the language quickly and effectively with the help of this interactive tutorial.
The Python Workshop starts by showing you how to correctly apply Python syntax to write simple programs, and how to use appropriate Python structures to store and retrieve data. You'll see how to handle files, deal with errors, and use classes and methods to write concise, reusable, and efficient code.
As you advance, you'll understand how to use the standard library, debug code to troubleshoot problems, and write unit tests to validate application behavior.
You'll gain insights into using the pandas and NumPy libraries for analyzing data, and the graphical libraries of Matplotlib and Seaborn to create impactful data visualizations. By focusing on entry-level data science, you'll build your practical Python skills in a way that mirrors real-world development. Finally, you'll discover the key steps in building and using simple machine learning algorithms.
By the end of this Python book, you'll have the knowledge, skills and confidence to creatively tackle your own ambitious projects with Python.
- 1. Vital Python – Math, Strings, Conditionals, and Loops
- 2. Python Structures
- 3. Executing Python – Programs, Algorithms, and Functions
- 4. Extending Python, Files, Errors, and Graphs
- 5. Constructing Python – Classes and Methods
- 6. The Standard Library
- 7. Becoming Pythonic
- 8. Software Development
- 9. Practical Python – Advanced Topics
- 10. Data Analytics with pandas and NumPy
- 11. Machine Learning
- Title: The Python Workshop. Learn to code in Python and kickstart your career in software development or data science
- Author: Andrew Bird, Dr. Lau Cher Han, Mario Corchero Jiménez, Graham Lee, Corey Wade
- Original title: The Python Workshop. Learn to code in Python and kickstart your career in software development or data science
- ISBN: 9781838984533, 9781838984533
- Date of issue: 2019-11-06
- Format: Ebook
- Item ID: e_2azz
- Publisher: Packt Publishing