Python 3: From None to Machine Learning

Original Title

Python 3: from None to Machine Learning

English Title

Python 3: from None to Machine Learning

Author

Matt Harasymczuk

Language

English

ISBN

978-83-957186-2-5

Year

2015-2020

Online Access

https://python.astrotech.io

License

Creative Commons Attribution-ShareAlike 4.0 International License

Author

author	Matt Harasymczuk
email	book-python@astronaut.center
www	https://www.astronaut.center
github	https://github.com/astromatt
linkedin	https://linkedin.com/in/mattharasymczuk
facebook	https://facebook.com/matt.harasymczuk
slideshare	https://www.slideshare.net/astrotech/presentations

Other Books from Author. More information at https://www.astronaut.center/books

ISBN	Online Access	Title
9788395718625	https://python.astrotech.io	Python 3: from None to Machine Learning
9788395718632	https://dev.astrotech.io	The Software Engineering: DevOps, CI/CD, Docker, Provisioning and Git Flow
9788395718601	https://www.astronaut.pl	Astronaut Selection and Training for Long Duration Spaceflight and Extraterrestrial Activity
9788395675201	https://www.astronaut.center/books	Space in Practice: How to Prepare and Conduct Stratospheric Balloon Mission
9788395718649	https://pl.habitatos.space	HabitatOS - Development of operating system prototype for Lunar and Martian habitats
9788395718618	https://alsep.astronaut.center	Geophysics experiments from Apollo Lunar Surface Experiments Package

Note

• For consulting or training course requests please email book-python@astronaut.center

• Before training course please setup your environment as described here Python Install.

About

• License
• Book Writing Progress
• Python Install
• Survey
• References in the Book

DevSecOps

DevSecOps

• 1. Good Engineering Practices
  • 1.1. Software Engineering Conventions
  • 1.2. The Zen of Python
  • 1.3. Code Smells
  • 1.4. ReST and Sphinx documentation
• 2. Tests
  • 2.1. Unit Testing
  • 2.2. Pytest
• 3. Debugging
  • 3.1. Python WAT?!
  • 3.2. Logging
  • 3.3. Warnings
  • 3.4. Basic Debugging
  • 3.5. Advanced Debugging
  • 3.6. Introspection
• 4. Type Annotation
  • 4.1. Type Checking
  • 4.2. Annotating existing code
  • 4.3. Introspection
• 5. CI/CD
  • 5.1. CI/CD Devtools Ecosystem
  • 5.2. CI/CD Tools
  • 5.3. CI/CD Pipelines
  • 5.4. Linters
  • 5.5. Behavioral Testing
  • 5.6. Code Style
  • 5.7. Code Coverage
  • 5.8. Internationalization
  • 5.9. DB Schema Migration
  • 5.10. Distributing
  • 5.11. Security
  • 5.12. Smoke Tests
  • 5.13. Static Code Analysis
  • 5.14. Test Automation
  • 5.15. Type Checking
  • 5.16. UI testing
  • 5.17. Mutation Testing

Appendixes

Appendixes

• 1. History
• 2. Further reading
• 3. Books
• 4. Video
• 5. Python 2 vs. 3
• 6. Python Intermediate
• 7. Python in Networking
• 8. Django Framework
• 9. Python in Testing
• 10. Python in Science and Engineering
• 11. Python in Machine Learning
• 12. References