- Python introduction and installation
- The history and characteristics of Python
- Python installation and configuration
- Python basic syntax
- Variables and data types
- Operators and expressions
- Control structure (conditional judgment and loop)
- Functions and modules
- Error handling and exceptions
- Python data structures
- List
- Tuple
- Set
- Dictionary
- Python object-oriented programming
- Classes and Objects
- Inheritance and polymorphism
- encapsulation
- special methods of class
- Python file operations and input and output
- File operations (read, write, append, etc.)
- Input and output formatting
- Python standard library
os
: operating system interfacere
: regular expressiondatetime
: Date and time processingcollections
: Container data typejson
: JSON data processing- Other commonly used modules
- Python network programming
- socket
- HTTP protocol and related libraries (such as
requests
,urllib
etc.) - Crawler basics
- Python database operations
- SQL Basics
- Python database interface (such as
sqlite3
,MySQLdb
etc.) - ORM (eg
SQLAlchemy
)
- PythonWeb development
- Web Development Overview
- Flask framework
- Django framework
- Python Data Science and Machine Learning
- NumPy: array and matrix operations
- pandas: data analysis and processing
- matplotlib: data visualization
- scikit-learn : Machine learning library
- TensorFlow/PyTorch: Deep Learning Framework
- Python project practice and deployment
- Project structure and planning
- Code version management (such as Git)
- Unit testing and continuous integration
- Virtual environment and package management
- Project deployment (such as servers, cloud services, etc.)
python learning framework
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