Python: From None to Machine Learning
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  • License
  • Install

Python Basics

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

Python Intermediate

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

Python Advanced

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

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. Array
  • 3. Select
  • 4. Import & Export
  • 5. Math
  • 6. 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

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. CI/CD Tools
    • 6.3. CI/CD Pipelines
    • 6.4. Linters
    • 6.5. Behavioral Testing
    • 6.6. Code Style
    • 6.7. Code Coverage
    • 6.8. Internationalization
    • 6.9. DB Schema Migration
    • 6.10. Distributing
    • 6.11. Security
    • 6.12. Smoke Tests
    • 6.13. Static Code Analysis
    • 6.14. Test Automation
    • 6.15. Type Checking
    • 6.16. UI testing
    • 6.17. Mutation Testing

Network and HTTP

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

Django

  • 1. Certificate
  • 2. Introduction to Django
  • 3. Django Framework Architecture
  • 4. Installation and Running
  • 5. Settings
  • 6. Apps
  • 7. Model About
  • 8. Models Text Fields
  • 9. Models Numeric and Logic
  • 10. Model Date and Time
  • 11. Models Storage Fields
  • 12. Model Special Fields
  • 13. Model Relations
  • 14. Model Introspect
  • 15. Model Custom Field
  • 16. Model Use Case
  • 17. Admin panel
  • 18. ORM
  • 19. ORM Create
  • 20. ORM Get
  • 21. ORM Update
  • 22. ORM Delete
  • 23. ORM Filter
  • 24. ORM Q
  • 25. ORM F
  • 26. ORM Functions
  • 27. ORM Aggregate
  • 28. Views
  • 29. URL Router
  • 30. Staticfiles
  • 31. Templates
  • 32. Templatetags
  • 33. Forms
  • 34. i18n and l10n
  • 35. Management Commands
  • 36. Standalone scripts
  • 37. Middleware
  • 38. Database
  • 39. Cache
  • 40. Signals
  • 41. REST
  • 42. Auth and Permissions
  • 43. API CORS
  • 44. Tests and quality
  • 45. Tests
  • 46. CI/CD - Continuous Integration and Deployment
  • 47. Deployment

FastAPI

  • 1. About
  • 2. HTTP
  • 3. Web
  • 4. API
  • 5. Database
  • 6. Auth
  • 7. DevOps
  • 8. Microservices

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

Other

  • Tkinter
  • Database API
  • Database MySQL
  • Database PostgreSQL
  • Database MongoDB
  • Database ORM
  • Database Schema Migration
  • Database Exploration
  • XML Stdlib
  • XML Module lxml
  • XML Parsing HTML
  • XPATH
  • XSLT
  • Assignments
  • Builtin Functions
  • Builtin Keywords
  • Operator Library
  • Builtin Printing
  • Comprehensions Nesting
  • Loop else

Blogposts

  • 1. Machine Learning Introduction

Dragon

  • 1. Dragon (version alpha)
  • 2. Dragon (version beta)
  • 3. Dragon (version release candidate)
  • Writing Progress
  • References in the Book
  • Survey
  • Python History
  • 14.3. Further reading
Python: From None to Machine Learning
  • Docs »
  • 1. About »
  • 6.17. Mutation Testing
  • Edit on GitHub

6.17. 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 2021, CC-BY-SA-4.0, Matt Harasymczuk <matt@astrotech.io>, last update: 2021-09-24 Revision 8420e5bc.

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