Python - from None to AI

#, 2024-04-16

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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

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. Numeric Types
4. Logic Types
5. String Types
6. Iterable Types
7. Mapping Types
8. Unpack
9. Conditional
10. Loop: While
11. Loop: For
12. Loop: Comprehension
13. Files
14. Functions
15. Exception
16. OOP

Intermediate

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

Advanced

1. About
2. Syntax
3. Typing
4. Dataclass
5. OOP
6. Inheritance
7. Operator
8. Encapsulation
9. Polymorphism
10. Functional
11. Decorators
12. Generators
13. AsyncIO
14. Multiprocessing
15. Threading
16. Performance

Testing

1. About
2. Random
3. Syntax
4. Doctest
5. Unittest

DevOps

1. About
2. Quality
3. Tests
4. Debugging
5. CI/CD

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

Network

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

Microservices

1. About
2. Protocol
3. Microservices
4. Auth

Django

1. About
2. HTTP
3. Setup
4. Settings
5. Models
6. Admin
7. ORM
8. Views
9. Templates
10. Templatetags
11. Forms
12. Locale
13. Middleware
14. Auth
15. Manage
16. Utils
17. API
18. Ninja
19. Tests
20. DevOps
21. Deploy
22. Apps
23. 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 AI

1. About
4.3. Seaborn

4.3. Seaborn¶

Statistical data visualization

4.3.1. Further Reading¶

https://seaborn.pydata.org/tutorial.html

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© Copyright 2024, CC-BY-SA-4.0, Matt Harasymczuk <matt@python3.info>, last update: 2024-04-16.