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Table of Contents Introduction What is Continuous Deployment (CD) Difference Between CI, CD, and DevOps Why Continuous Deployment Matters for Python Projects Setting Up a Basic Python Project for...

Table of Contents Introduction to Continuous Integration (CI) Why CI is Important for Python Projects Key Concepts of CI Setting Up a CI Pipeline for Python Basic Requirements Choosing a...

Table of Contents Introduction What is Test-Driven Development (TDD) Why Use TDD: Benefits and Challenges TDD Workflow Explained Unit Testing in Python: unittest Framework Writing Your First TDD Example in...

Table of Contents Introduction Why Testing is Critical Why Use Pytest Setting Up Pytest Writing Your First Test Understanding Assertions in Pytest Organizing Tests in Pytest Advanced Pytest Features Pytest Fixtures: Setup and...

Table of Contents Introduction What is Unit Testing? Why is Unit Testing Important? Python’s Built-in Testing Frameworks Overview of unittest Overview of doctest Writing Your First Unit Tests with unittest Writing and...

Table of Contents Introduction Understanding Performance Bottlenecks Memory Optimization Techniques Choosing the Right Data Structures Generators vs Lists Using __slots__ in Classes Memory Profiling Tools CPU Optimization Techniques Algorithm and Data Structure Optimization Leveraging...

Table of Contents Introduction Understanding CPU-Bound and IO-Bound Programs What is a CPU-Bound Program? What is an IO-Bound Program? How Multithreading Works in Python Multithreading in IO-Bound Programs Why It Works...

Table of Contents Introduction to Numba and JIT Compilation How Numba Works: An Overview Installing Numba Numba Basics: Applying JIT Compilation Numba Performance Benefits Numba Advanced Features When to Use Numba Example:...

Table of Contents Introduction What is Cython? How Cython Works Cython vs Pure Python The Role of Static Typing The Cython Compilation Process Installing Cython Using Cython in Python Projects Writing Cython Code Compiling...

Table of Contents Introduction Why Performance Matters in Python Key Performance Bottlenecks in Python Global Interpreter Lock (GIL) Memory Management Inefficient Algorithms I/O Bound Operations Profiling Your Python Code Optimizing Algorithms and Data...

Table of Contents Introduction What is the Global Interpreter Lock (GIL)? How Does the GIL Work in Python? The Impact of GIL on Multi-threaded Programs GIL and Python’s Threading...

Table of Contents Introduction Why Profiling is Important Profiling with cProfile Overview of cProfile How to Use cProfile Interpreting cProfile Output Example of Using cProfile Profiling with timeit Overview of timeit How to Use...