Python

Algorithms

Basic Grammar

Code Quality

• Pylint - code analysis for Python | www.pylint.org (Documentation, Github, PyPI)
• mypy - Optional Static Typing for Python (Documentation, Github, PyPI)
• radon · PyPI (Documentation, Github)

Code Style

• isort (Github, PyPI)
• psf/black: The uncompromising Python code formatter (Documentation, PyPI)

Data Handling

• NumPy (Documentation, Github, PyPI)
• pandas - Python Data Analysis Library (Documentation, Github, PyPI)
• xarray: N-D labeled arrays and datasets in Python — xarray documentation (Github, PyPI)

Data Structure

Debugging

• Debugging and Profiling — Python 3 documentation
• GDB: The GNU Project Debugger
• Jupyter and the future of IPython — IPython
• Project Jupyter | Home
• gotcha/ipdb: Integration of IPython pdb (PyPI)
• pdb — The Python Debugger — Python 3 documentation

Profiling

• Debugging and Profiling — Python 3.9.0 documentation
• The Python Profilers — Python 3.9.0 documentation
  • trace — Trace or track Python statement execution — Python 3.9.0 documentation
  • tracemalloc — Trace memory allocations — Python 3.9.0 documentation
• ionelmc/pytest-benchmark: py.test fixture for benchmarking code
• python/pyperformance: Python Performance Benchmark Suite
• pythonprofilers/memory_profiler: Monitor Memory usage of Python code
• pympler/pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.
• Python Object Graphs — objgraph 3.5.0 documentation
• zhuyifei1999/guppy3: guppy / heapy ported to Python3. It works for real!

Design Pattern

• Design Patterns in Python
• Python Design Patterns

Exception Handling

• 8. Errors and Exceptions — Python 3 documentation

Functional Programming

• functools — Higher-order functions and operations on callable objects — Python 3 documentation
• itertools — Functions creating iterators for efficient looping — Python 3 documentation
• operator — Standard operators as functions — Python 3 documentation
• Functional Programming HOWTO — Python 3 documentation

Articles

• Functional programming in Python – Build Smart. Build Secure. IBM Developer
• Functional programming in Python, Part 2 – Build Smart. Build Secure. IBM Developer
• Functional programming in Python, Part 3 – Build Smart. Build Secure. IBM Developer

3rd Parties

• tkem/cachetools: Extensible memoizing collections and decorators (Documentation, PyPI)
• pytoolz/toolz: A functional standard library for Python.
• pytoolz/cytoolz: Cython implementation of Toolz: High performance functional utilities
• more-itertools/more-itertools: More routines for operating on iterables, beyond itertools

Misc

• sfermigier/awesome-functional-python

High Performance

• Debugging and Profiling — Python 3 documentation
• The Python Profilers — Python 3 documentation
• Cython: C-Extensions for Python
• Numba: A High Performance Python Compiler

Library

• The Python Standard Library — Python 3 documentation
• The Python 3 Standard Library by Example – Doug Hellmann

Machine Learning

• PyTorch
• TensorFlow
• scikit-learn: machine learning in Python — scikit-learn documentation

Packaging

Object-Oriented Programming

• 9. Classes — Python 3 documentation

Testing

• unittest — Unit testing framework — Python 3 documentation
• pytest: helps you write better programs — pytest documentation
  • ionelmc/pytest-benchmark: py.test fixture for benchmarking code
• Welcome to the tox automation project — tox documentation
• nedbat/coveragepy: Code coverage measurement for Python

Virtual Environment

• pyenv/pyenv: Simple Python version management
• Virtualenv — virtualenv documentation
• virtualenvwrapper — virtualenvwrapper documentation
• Pipenv: Python Dev Workflow for Humans — pipenv documentation
• Poetry - Python dependency management and packaging made easy.