Examples of some concepts in python, and other python handy-dandys

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This repo is written in a style of a book, where code examples are given in a very pragmatic and simplistic manner. The aim of this presentation is to offer a catalogue of examples of some of the most important concepts in python, and other python handy-dandys. It is not meant to be a complete reference, but rather a quick reference for those who are already familiar with the basics of python. The audience of this book is assumed to be for fellow data scientist, who are looking for a quick reference to some of the more advanced concepts in python gathered at one place, and in short.

Contents:

Some topics of Object-oriented programming in python

• Types of classes
  • class variables
  • instance attributes
  • class methods
  • static methods
  • dataclasses
  • abstract base classes
  • inheritance
  • polymorphism
  • encapsulation
  • magic methods

Parallelization

• Examples of using multiprocessing

Some example of functions

• map

Generators

• generators

Closures and decorators

• decorators
• context managers

Some example of expressions

• assignment expressions

Some example of itertools

• iterators

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Reading references:

5-python-tricks

How-to-level-up-by-learning-from-professionals

10-code-examples-AoC

comparing-list-comprehensions-vs-built-in-functions-in-python-which-is-better

should-you-use-getters-and-setters-in-python

Protocols-in-python

Design patterns (factory, strategy)