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Beyond Basic Programming: Intermediate Python
Introduction
Promo
Preview
Environment Setup and Jupyter Notebook
Preview
Cross-cutting Tools
Logging and How to Debug Code in Realtime
Preview
Practice Activity: Logging
Testing and Test Driven Development: TDD
Testing Examples
Practice Activity: Testing
Intermediate Programming Concepts
List Mutability and Deep Copying
Practice Activity: List Mutability
Generators and Memory Efficiency
Generators Case Study
Preview
Higher-Order Functions
Callbacks
Practice Activity: Generators
Time Saving Features
Decorators
Preview
Decorator Case Study: Memoize
Practice Activity: Decorators
Context Managers
More on Context Managers
Preview
Practice Activity: Context Managers
Parallel and Asynchronous Programming
Multithreading: Multiple Tasks Simultaneously
Preview
Synchronization Issues and Locks
Practice Activity: Multithreading
Practice Activity: Locks
Asynchronous Programming: Asyncio, Async/Await
Practice Activity: Asynchronous Programming
Functional Programming
Basics of Functional Programming, Map
Filter and Reduce, Rationale for Functional Programming
Practice Activity: Functional Programming
Applications
Plotting Intro
Preview
Plotting Case Study
Practice Activity: Plotting
Pattern Matching with Regular Expressions
Modular RegExp and How Not to Have Headaches with RegExp
Extracting Matched Strings with RegExp
Practice Activity: Regular Expressions
Notebooks
Callbacks
Beyond Basic Programming: Intermediate Python
Intermediate Programming Concepts
By:
Mohammad Nauman
7 minutes
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