Python: From None to Machine Learning
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  • License
  • Install
  • Python Versions

Python Basics

  • 1. About
  • 2. Syntax
  • 3. Types
  • 4. Sequences
  • 5. Mappings
  • 6. Conditional
  • 7. Exception
  • 8. Loops
  • 9. Comprehensions
  • 10. Files
  • 11. Functions
  • 12. Object Oriented Programming
  • 13. Recap

Python Intermediate

  • 1. About
  • 2. Unpack
  • 3. Type Annotation
  • 4. Dataclass
  • 5. Pickle
  • 6. CSV
  • 7. JSON
  • 8. Regular Expressions
  • 9. Datetime and Timezones
  • 10. Operator
  • 11. Enum
  • 12. Logging
  • 13. Modules and Packages
  • 14. Locale
  • 15. Mathematics
  • 16. Tests
  • 17. References

Python Advanced

  • 1. About
  • 2. Generators
  • 3. Functional Programming
  • 4. Decorators
  • 5. Object Oriented Programming
  • 6. Performance
  • 7. Concurrency
  • 8. Recap

Database

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

Design Patterns

  • 1. About
  • 2. UML
  • 3. OOP
  • 4. Idioms
  • 5. Protocols
  • 6. Decorators
  • 7. Behavioral
  • 8. Structural
  • 9. Creational
  • 10. Practices
  • 11. Paradigms

Numpy

  • 1. About
  • 2. Create
  • 3. Attributes
  • 4. Indexing
  • 5. Methods
  • 6. Random
  • 7. Operations
  • 8. Statistics
  • 9. Math
  • 10. Import & Export
  • 11. Polynomial
  • 12. References

Pandas

  • 1. About
  • 2. Import & Export
  • 3. Series
  • 4. DataFrame
  • 5. Date
  • 6. Recap
  • 7. Case Studies

Matplotlib

  • 1. About
  • 2. Figure
  • 3. Style
  • 4. Chart
  • 5. Advanced
  • 6. Recap

Stdlib

  • 1. Modules and Packages
  • 2. Mathematics
  • 3. XML
  • 4. Operating System
  • 5. Builtin
  • 6. Looping

DevOps

  • 1. About
  • 2. Good Engineering Practices
  • 3. Tests
  • 4. Debugging
  • 5. Type Annotation
  • 6. CI/CD
    • 6.1. CI/CD Devtools Ecosystem
    • 6.2. Tests
    • 6.3. CI/CD Tools
    • 6.4. Wheel
    • 6.5. CI/CD Pipelines
    • 6.6. Linters
    • 6.7. Behavioral Testing
    • 6.8. Code Style
    • 6.9. Code Coverage
    • 6.10. Internationalization
    • 6.11. DB Schema Migration
    • 6.12. Distributing
    • 6.13. Security
    • 6.14. Smoke Tests
    • 6.15. Static Code Analysis
    • 6.16. Test Automation
    • 6.17. Type Checking
    • 6.18. UI testing
    • 6.19. Mutation Testing

Network

  • 1. About
  • 2. Protocols
  • 3. Web
  • 4. Transport

HTTP and Microservices

  • 1. HTTP Protocol
  • 2. Microservices
  • 3. Auth

Django

  • 1. About
  • 2. Conf
  • 3. Models
  • 4. Admin
  • 5. Orm
  • 6. Views
  • 7. Utils
  • 8. API
  • 9. DevOps
  • 10. Async

FastAPI

  • 1. About
  • 2. Type Annotation
  • 3. JSON
  • 4. HTTP
  • 5. Async
  • 6. FastAPI
  • 7. Pydantic
  • 8. Database
  • 9. Auth
  • 10. DevOps
  • 11. Microservices
  • 12. Appendix

Data Science

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

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

Object Oriented Programming

  • 1. Paradigm
  • 2. Python
  • 3. Dynamic Typing

Blogposts

  • 1. Machine Learning Introduction

Dragon

  • 1. Dragon (version alpha)
  • 2. Dragon (version beta)
  • 3. Dragon (version release candidate)
  • 4. Moon Landing
  • 5. Dragon ADR Init Name
  • 6. Dragon ADR Init Position
  • 7. Dragon ADR Position Set
  • 8. Dragon ADR Position Change
  • 9. Dragon ADR Damage Make
  • 10. Dragon ADR Damage Take
  • Writing Progress
  • References in the Book
  • Survey
  • Python History
  • 13.3. Further reading
Python: From None to Machine Learning
  • Docs »
  • 1. About »
  • 6.19. Mutation Testing
  • Edit on GitHub

6.19. Mutation TestingΒΆ

  • 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 2022, CC-BY-SA-4.0, Matt Harasymczuk <matt@astrotech.io>, last update: 2022-06-28 Revision c0cba40d.

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