Python - from None to AI
  • License
  • Install
  • Python Versions
  • Python History
  • Links
  • References

Basics

  • 1. About
  • 2. Syntax
  • 3. Numeric
  • 4. Logic
  • 5. Strings
  • 6. Iterables
  • 7. Mappings
  • 8. Unpack
  • 9. Conditional
  • 10. While
  • 11. For
  • 12. Comprehensions
  • 13. Files
  • 14. Functions
  • 15. Exceptions
  • 16. OOP
  • 17. Recap

Intermediate

  • 1. About
  • 2. Syntax
  • 3. Star
  • 4. Match
  • 5. Encoding
  • 6. Regex
  • 7. Datetime
  • 8. Idiom
  • 9. Iterator
  • 10. Enum
  • 11. Pathlib
  • 12. Modules
  • 13. Logging
  • 14. Serialization
  • 15. Pickle
  • 16. TOML
  • 17. CSV
  • 18. JSON
  • 19. OOP

Advanced

  • 1. About
  • 2. Syntax
  • 3. Typing
  • 4. OOP Dataclass
  • 5. OOP Paradigm
  • 6. OOP Inheritance
  • 7. OOP Metaprogramming
  • 8. OOP Operator
  • 9. OOP Accessors
  • 10. FP Paradigm
  • 11. FP Apply
  • 12. FP Patterns
  • 13. Generators
  • 14. Async Paradigm
  • 15. Async AsyncIO

Performance

  • 1. About
  • 2. Multiprocessing
  • 3. Threading
  • 4. Optimization
  • 5. Case Study
  • 6. Extensions

Testing

  • 1. About
  • 2. Random
  • 3. Syntax
  • 4. Doctest
  • 5. Unittest

CI/CD

  • 1. DevTools
  • 2. Distribute
  • 3. Lint
  • 4. Quality
    • 4.1. CI/CD Behavioral Testing
    • 4.2. CI/CD Code Coverage
    • 4.3. CI/CD Mutation Testing
    • 4.4. CI/CD Smoke Tests
    • 4.5. CI/CD Static Analysis
    • 4.6. CI/CD Tests
    • 4.7. CI/CD Tools
    • 4.8. CI/CD Type Checking
    • 4.9. CI/CD UI
  • 5. Security
  • 6. Webdev

DevOps

  • 1. About
  • 2. Quality
  • 3. Tests
  • 4. Debugging

Database

  • 1. About
  • 2. Theory
  • 3. ORM
  • 4. Normalization
  • 5. NoSQL
  • 6. SQL
  • 7. SQLite3
  • 8. SQLAlchemy
  • 9. Case Study

Design Patterns

  • 1. About
  • 2. UML
  • 3. OOP
  • 4. Inheritance
  • 5. Abstract
  • 6. Decorators
  • 7. Creational
  • 8. Behavioral
  • 9. Structural

Numpy

  • 1. About
  • 2. Array
  • 3. Attributes
  • 4. Random
  • 5. Indexing
  • 6. Operations
  • 7. Methods
  • 8. Statistics
  • 9. Math
  • 10. Polynomial

Pandas

  • 1. About
  • 2. Read
  • 3. To
  • 4. Series
  • 5. DataFrame
  • 6. Date
  • 7. Case Study

Matplotlib

  • 1. About
  • 2. Figure
  • 3. Style
  • 4. Chart
  • 5. Case Study

Stdlib

  • 1. Modules
  • 2. Collections
  • 3. Math
  • 4. Locale
  • 5. XML
  • 6. Operating System
  • 7. String
  • 8. Builtin
  • 9. Type
  • 10. Loop
  • 11. TkInter

Network

  • 1. About
  • 2. Protocol
  • 3. Web
  • 4. Transport
  • 5. Case Study

Microservices

  • 1. About
  • 2. HTTP
  • 3. Microservices
  • 4. Auth

Django

  • 1. About
  • 2. Setup
  • 3. Settings
  • 4. Models
  • 5. Admin
  • 6. ORM
  • 7. Views
  • 8. Templates
  • 9. Templatetags
  • 10. Forms
  • 11. Manage
  • 12. Locale
  • 13. Middleware
  • 14. Utils
  • 15. Auth
  • 16. API
  • 17. Ninja
  • 18. Tests
  • 19. Apps
  • 20. Deploy

FastAPI

  • 1. About
  • 2. FastAPI
  • 3. Pydantic
  • 4. Database
  • 5. Auth
  • 6. DevOps
  • 7. Case Study

Data Science

  • 1. About
  • 2. Jupyter
  • 3. Python
  • 4. Visualization
  • 5. Scipy
  • 6. Geopandas

Machine Learning

  • 1. About
  • 2. Introduction
  • 3. Sklearn
  • 4. Model Quality
  • 5. Decision Trees
  • 6. Regressions
  • 7. K-Nearest Neighbors
  • 8. Bayes
  • 9. Support Vector Machines
  • 10. Clustering
  • 11. Neural Networks
  • 12. References
  • 13. Articles

Artificial Intelligence

  • 1. About

OOP

  • 1. Paradigm
  • 2. Python

Dragon

  • 1. English
  • 2. Polish
  • 3. ADR
Python - from None to AI
  • 1. DevTools
  • 4.3. CI/CD Mutation Testing

4.3. CI/CD Mutation Testing

  • https://pypi.python.org/pypi/MutPy

  • https://pypi.python.org/pypi/MutPy/0.4.0

  • https://github.com/sixty-north/cosmic-ray

  • https://hackernoon.com/mutmut-a-python-mutation-testing-system-9b9639356c78

  • https://www.youtube.com/watch?v=jwB3Nn4hR1o

  • http://cosmic-ray.readthedocs.io/en/latest/

  • https://github.com/sk-/elcap

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© Copyright 2025, Matt Harasymczuk <matt@python3.info>, last update: 2025-01-14.