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

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. Setup
  • 1.2. Entry Test
  • 1.3. Agenda
• 2. Annotation
  • 2.1. Type Annotation
  • 2.2. Annotation Sequence
  • 2.3. Annotation Mapping
  • 2.4. Function Type Annotation
  • 2.5. Annotation OOP
• 3. Unpacking
  • 3.1. Unpacking Assignment
  • 3.2. Unpacking Parameters
  • 3.3. Unpacking Arguments
  • 3.4. Assignment Expression
• 4. Functions
  • 4.1. Parameter Syntax
  • 4.2. Generators
  • 4.3. Namespace
  • 4.4. Functional Paradigm
  • 4.5. Callable
  • 4.6. Closures
• 5. Decorators
  • 5.1. Decorators About
  • 5.2. Decorator Function with Func
  • 5.3. Decorator Function with Cls
  • 5.4. Decorator Function with Mth
  • 5.5. Decorator Class with Func
  • 5.6. Decorator Arguments
  • 5.7. Decorator Stdlib Functools
  • 5.8. Decorators Recap
• 6. Object Oriented Programming
  • 6.1. OOP Principles
  • 6.2. OOP Mutability
  • 6.3. OOP Dataclass
  • 6.4. Static and Dynamic
  • 6.5. Access Modifiers
  • 6.6. Operators
  • 6.7. Inheritance vs. Composition
  • 6.8. Polymorphism
  • 6.9. Relations
  • 6.10. Abstract Class
  • 6.11. Object Identity
  • 6.12. Constructor
  • 6.13. S.O.L.I.D.
• 7. Protocols
  • 7.1. Iterator
  • 7.2. Context Manager
  • 7.3. Staticmethod
  • 7.4. Classmethod
  • 7.5. Property
  • 7.6. Reflection
  • 7.7. Descriptor
• 8. Performance
  • 8.1. Performance Optimization
  • 8.2. Micro-benchmarking
  • 8.3. Profiling
  • 8.4. Compilers and Interpreters
  • 8.5. Collections
  • 8.6. C Types
  • 8.7. 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