Python: From None to Machine Learning
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  • License
  • Python Versions
  • References in the Book
  • Survey
  • Python History
  • Further reading

Agenda

  • Python: Basics
  • Python: Intermediate (level 1)
  • Python: Intermediate (level 2)
  • Python: Advanced
  • Python: Design Patterns
  • Python: Test Driven Development
  • Python: DevOps, CI/CD
  • Python: Performance Optimization
  • Python: Data Science and Analysis
  • Python: Numpy
  • Python: Pandas
  • Python: Microservices
  • Python: Django
  • Python: FastAPI
  • Python: Flask
  • Python: Graphical User Interface

Install

  • 1. Install
  • 2. Install Python
  • 3. Install Git
  • 4. Install Github
  • 5. Install IDE
  • 6. Install Project
  • 7. Install Doctest

Basics

  • 1. About
  • 2. Syntax
  • 3. Types
  • 4. Iterables
  • 5. Unpack
  • 6. Mappings
  • 7. Conditional
  • 8. Loops
  • 9. Comprehensions
  • 10. Files
  • 11. Functions
  • 12. Exception
  • 13. OOP

Intermediate

  • 1. About
  • 2. Star
  • 3. Match
  • 4. Idiom
  • 5. Generators
  • 6. JSON
  • 7. CSV
  • 8. TOML
  • 9. Pickle
  • 10. Regex
  • 11. Datetime
  • 12. Enum
  • 13. Modules
  • 14. Logging
  • 15. Math
  • 16. Tests

Advanced

  • 1. About
  • 2. Syntax
  • 3. Typing
  • 4. Dataclass
  • 5. OOP
  • 6. Operator
  • 7. Protocol
  • 8. Functional
  • 9. Decorators
  • 10. Performance
  • 11. Multiprocessing
  • 12. Threading
  • 13. AsyncIO

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. Protocols
  • 5. Decorators
  • 6. Behavioral
  • 7. Structural
  • 8. Creational
  • 9. Practices
  • 10. Paradigms

Numpy

  • 1. About
  • 2. Create
  • 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. Pickle
  • 6. XML
  • 7. Operating System
  • 8. Builtin
  • 9. Loop
  • 10. Performance
  • 11. TKInter

DevOps

  • 1. About
  • 2. Quality
  • 3. Tests
  • 4. Debugging
  • 5. CI/CD
    • 5.1. CI/CD Devtools Ecosystem
    • 5.2. CI/CD Python
    • 5.3. Flit
    • 5.4. Tests
    • 5.5. CI/CD Tools
    • 5.6. Wheel
    • 5.7. CI/CD Pipelines
    • 5.8. Linters
    • 5.9. Behavioral Testing
    • 5.10. Code Style
    • 5.11. Code Coverage
    • 5.12. Internationalization
    • 5.13. DB Schema Migration
    • 5.14. Distributing
    • 5.15. Security
    • 5.16. Smoke Tests
    • 5.17. Static Code Analysis
    • 5.18. Test Automation
    • 5.19. Type Checking
    • 5.20. UI testing
    • 5.21. Mutation Testing

Network

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

Microservices

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

Data Science

  • 1. About
  • 2. Jupyter
  • 3. Python
  • 4. 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
  • 13. Articles

OOP

  • 1. Paradigm
  • 2. Python

Dragon

  • 1. English
  • 2. Polish
  • 3. ADR
Python: From None to Machine Learning
  • 1. About
  • 5.21. Mutation Testing
  • Edit on GitHub

5.21. 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 2023, CC-BY-SA-4.0, Matt Harasymczuk <matt@astronaut.center>, last update: 2023-11-27. Revision d224dbbc.

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