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. Nested
  • 9. Unpack
  • 10. Conditional
  • 11. While
  • 12. For
  • 13. Comprehensions
  • 14. Files
  • 15. Functions
  • 16. Exceptions
  • 17. OOP
  • 18. Modules
  • 19. Recap

Intermediate

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

Advanced

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

Performance

  • 1. About
  • 2. Introduction
  • 3. Optimization
  • 4. Profiling
  • 5. Case Study
  • 6. Threading
  • 7. Multiprocessing
  • 8. Extensions

Testing

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

CI/CD

  • 1. DevTools
  • 2. Distribute
  • 3. Lint
  • 4. Quality
  • 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. Decorators
  • 4. Creational
  • 5. Behavioral
  • 6. 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
    • 1.1. Module Tools
    • 1.2. Module Distributing
  • 2. Collections
    • 2.1. Collections Defaultdict
  • 3. Math
    • 3.1. Math Base
    • 3.2. Math Precision
    • 3.3. Math Stdlib
    • 3.4. Math Statistics
    • 3.5. Math Fractions
    • 3.6. Math Complex Numbers
  • 4. Locale
    • 4.1. Locale About
    • 4.2. Locale i18n
    • 4.3. Locale l10n
    • 4.4. Locale Encoding
    • 4.5. Locale Enums
  • 5. XML
    • 5.1. XML Parsing HTML
    • 5.2. XML Module lxml
    • 5.3. XML Stdlib
    • 5.4. XML Namespace
    • 5.5. XML XPATH
    • 5.6. XML XSLT
  • 6. Operating System
    • 6.1. OS Tempfile
    • 6.2. OS Interpreter
    • 6.3. OS Commandline Arguments
    • 6.4. OS Operating System
    • 6.5. OS Pathlib
  • 7. String
    • 7.1. String Escape Characters
    • 7.2. String Interpolation
    • 7.3. String Print
    • 7.4. String Pprint
  • 8. Builtin
    • 8.1. Builtin Functions
    • 8.2. Builtin Keywords
    • 8.3. Builtin Library
    • 8.4. Builtin Frozenset
    • 8.5. Builtin Iter
    • 8.6. Builtin Next
    • 8.7. Builtin Abs
    • 8.8. Builtin Ascii
    • 8.9. Builtin Breakpoint
    • 8.10. Builtin Chr
    • 8.11. Builtin Divmod
    • 8.12. Builtin Id
    • 8.13. Builtin Isinstance
    • 8.14. Builtin Len
    • 8.15. Builtin Locals
    • 8.16. Builtin Ord
    • 8.17. Builtin Reduce
    • 8.18. Builtin Type
  • 9. Type
    • 9.1. Type Frozenset
    • 9.2. Type Bytearray
    • 9.3. Type Bytes
    • 9.4. Type Array
  • 10. Loop
    • 10.1. Loop Else For
    • 10.2. Loop Else While
  • 11. TkInter
    • 11.1. TkInter About

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. Modules

1. Modules

Modules

  • 1.1. Module Tools
  • 1.2. Module Distributing

2. Collections

Collections

  • 2.1. Collections Defaultdict

3. Math

Math

  • 3.1. Math Base
  • 3.2. Math Precision
  • 3.3. Math Stdlib
  • 3.4. Math Statistics
  • 3.5. Math Fractions
  • 3.6. Math Complex Numbers

4. Locale

Locale

  • 4.1. Locale About
  • 4.2. Locale i18n
  • 4.3. Locale l10n
  • 4.4. Locale Encoding
  • 4.5. Locale Enums

5. XML

XML

  • 5.1. XML Parsing HTML
  • 5.2. XML Module lxml
  • 5.3. XML Stdlib
  • 5.4. XML Namespace
  • 5.5. XML XPATH
  • 5.6. XML XSLT

6. Operating System

Operating System

  • 6.1. OS Tempfile
  • 6.2. OS Interpreter
  • 6.3. OS Commandline Arguments
  • 6.4. OS Operating System
  • 6.5. OS Pathlib

7. String

String

  • 7.1. String Escape Characters
  • 7.2. String Interpolation
  • 7.3. String Print
  • 7.4. String Pprint

8. Builtin

Builtin

  • 8.1. Builtin Functions
  • 8.2. Builtin Keywords
  • 8.3. Builtin Library
  • 8.4. Builtin Frozenset
  • 8.5. Builtin Iter
  • 8.6. Builtin Next
  • 8.7. Builtin Abs
  • 8.8. Builtin Ascii
  • 8.9. Builtin Breakpoint
  • 8.10. Builtin Chr
  • 8.11. Builtin Divmod
  • 8.12. Builtin Id
  • 8.13. Builtin Isinstance
  • 8.14. Builtin Len
  • 8.15. Builtin Locals
  • 8.16. Builtin Ord
  • 8.17. Builtin Reduce
  • 8.18. Builtin Type

9. Type

Type

  • 9.1. Type Frozenset
  • 9.2. Type Bytearray
  • 9.3. Type Bytes
  • 9.4. Type Array

10. Loop

Loop

  • 10.1. Loop Else For
  • 10.2. Loop Else While

11. TkInter

TkInter

  • 11.1. TkInter About
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© Copyright 2025, Matt Harasymczuk <matt@python3.info>, last update: 2025-05-31.