55285A: Advanced Python Course Overview Following courses are similar to 55285A: Advanced Python
The 55285A: Advanced Python Course Overview by Microsoft offers in-depth insights into advanced Python programming techniques. This course is crucial for software developers, data scientists, and IT professionals seeking to enhance their coding skills, optimize applications, and leverage Python for complex problem-solving in various domains, including data analysis and machine learning.
Course outline & what you'll learn
Overview of Python 3.x features
- Best practices in Python coding
- Classes and objects
- Inheritance and polymorphism
- Encapsulation and abstraction
- First-class functions
- Lambda expressions and map/filter/reduce
- Decorators and closures
- Lists, tuples, sets, and dictionaries
- Algorithm complexity and optimization
- Sorting and searching algorithms
- Creating and managing modules
- Using Python standard libraries
- Package management with pip
- Handling exceptions gracefully
- Custom exceptions
- Logging best practices
- Reading and writing files
- Working with JSON and CSV formats
- Introduction to databases with SQLite
- Introduction to Flask or Django frameworks
- RESTful APIs with Python
- Web scraping techniques
- Writing unit tests using unittest and pytest
- Debugging techniques and tools
- Test-driven development (TDD)
- Threading and multiprocessing
- Asynchronous programming with asyncio
- Performance considerations
- Metaclasses and decorators
- Type hinting and static type checking
- Introduction to data science libraries (NumPy, Pandas)
- Design and implement a comprehensive Python project
- Incorporating learned concepts and best practices
- Presentation and code review session
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