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

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
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

webapp

1. About
2. HTTP
3. REST
4. Architecture
5. 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. About
4.1. Visualization Matplotlib

4.1. Visualization Matplotlib

4.1.1. Installation

$ python -m pip install matplotlib

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