Python 3: From None to Machine Learning

Title

Python 3: from None to Machine Learning

Author

Matt Harasymczuk

Language

English

ISBN

978-83-957186-2-5

Year

2015-2021

Online Access

https://python.astrotech.io

License

Creative Commons Attribution-ShareAlike 4.0 International License

Author

author	Matt Harasymczuk
email	matt@astrotech.io
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

Table 1. Other Books from Author. Learn more at https://www.astronaut.center/books

ISBN	Online Access	Title
978-83-957186-2-5	https://python.astrotech.io	Python 3: from None to Machine Learning
978-83-957186-3-2	https://dev.astrotech.io	The Software Engineering: DevOps, CI/CD, Docker, Provisioning and Git Flow
978-83-957186-0-1	https://www.astronaut.pl	Astronaut Selection and Training for Long Duration Spaceflight and Extraterrestrial Activity
978-83-956752-0-1	https://www.astronaut.center/books	Space in Practice: How to Prepare and Conduct Stratospheric Balloon Mission
978-83-957186-4-9	https://pl.habitatos.space	HabitatOS - Development of operating system prototype for Lunar and Martian habitats
978-83-957186-1-8	https://alsep.astronaut.center	Geophysics experiments from Apollo Lunar Surface Experiments Package

Big Picture

Note

• For consulting or training course requests please email matt@astrotech.io

• Before training course please setup your environment

• More information in Install

About

Python Advanced

Python Advanced

• 1. About
  • 1.1. Entry Test
  • 1.2. Agenda
• 2. Generators
  • 2.1. Generator About
  • 2.2. Generator Builtin
  • 2.3. Generator Expression
  • 2.4. Generator Function
  • 2.5. Generator Inspect
  • 2.6. Generator Yield From
  • 2.7. Generator Send
  • 2.8. Generator Itertools
• 3. Functional Programming
  • 3.1. FuncProg Lambda
  • 3.2. FuncProg Scope
  • 3.3. FuncProg Pure Functions
  • 3.4. FuncProg Recurrence
  • 3.5. FuncProg Immutable
  • 3.6. FuncProg Higher-Order
  • 3.7. FuncProg Referential Transparency
  • 3.8. Functional Paradigm
  • 3.9. FuncProg Namespace
  • 3.10. FuncProg Function Attributes
  • 3.11. FuncProg Callable
  • 3.12. FuncProg Closure
• 4. Decorators
  • 4.1. Decorator About
  • 4.2. Decorator Function with Func
  • 4.3. Decorator Function with Cls
  • 4.4. Decorator Function with Mth
  • 4.5. Decorator Class with Func
  • 4.6. Decorator Arguments
  • 4.7. Decorator Stdlib Functools
  • 4.8. Decorator Recap
• 5. Object Oriented Programming
  • 5.1. OOP Mutability
  • 5.2. OOP Static and Dynamic Attrs
  • 5.3. OOP Staticmethod
  • 5.4. OOP Classmethod
  • 5.5. OOP Access Modifiers
  • 5.6. OOP Inheritance vs. Composition
  • 5.7. OOP Method Resolution Order
  • 5.8. OOP Polymorphism
  • 5.9. OOP Object Relations
  • 5.10. OOP Interface
  • 5.11. OOP Abstract Class
  • 5.12. OOP Object Identity
  • 5.13. OOP Constructor
  • 5.14. OOP Slots
  • 5.15. OOP Metaclass
• 6. Protocols
  • 6.1. Protocol About
  • 6.2. Protocol Iterator
  • 6.3. Protocol Context Manager
• 7. Accessors
  • 7.1. Accessor About
  • 7.2. Accessor Property
  • 7.3. Accessor Reflection
  • 7.4. Accessor Descriptor
• 8. Performance
  • 8.1. Complexity
  • 8.2. Performance Optimization
  • 8.3. Micro-benchmarking
  • 8.4. Profiling
  • 8.5. Compilers and Interpreters
  • 8.6. Collections
  • 8.7. C Types
  • 8.8. C Modules
• 9. Concurrency
  • 9.1. Concurrency Models
  • 9.2. Queues
  • 9.3. Threading
  • 9.4. Multiprocessing
  • 9.5. Async Programming
  • 9.6. AsyncIO
• 10. Recap
  • 10.1. Recap
  • 10.2. Certificate

Appendixes