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Python Performance and Optimization

Optimize Python like a pro—make your code blazing fast and unlock premium job offers!

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Python Performance and Optimization
5 Modules

Course Curriculum

5 Modules · 13 Chapters · 13 Topics · 94 Sub-topics

01
Foundation
2 Chapters · 2 Topics · 15 Sub-topics
Getting Started with Python
1 Topics
Introduction to Python
7 Sub-topics
What is Python and Why Learn It
Understanding Python Versions (HTML4 vs HTML5)
Installing Python and Setting Up Environment
Understanding Python REPL and Interactive Mode
Writing Your First Python Program
Python IDEs and Text Editors Overview
Understanding Python File Structure
Python Basics and Syntax
1 Topics
Python Syntax Fundamentals
8 Sub-topics
Python Indentation and Code Structure
Comments and Documentation Strings
Variables and Assignment
Dynamic Typing in Python
Understanding Python Keywords and Identifiers
Python Naming Conventions (PEP 8)
Taking User Input with input()
Understanding print() Function and Formatting
02
Memory Management
3 Chapters · 3 Topics · 22 Sub-topics
Memory Management and Optimization
1 Topics
Memory Management
8 Sub-topics
Python Memory Model
Reference Counting
Garbage Collection Mechanism
Memory Profiling Basics
sys.getsizeof() Usage
Memory Optimization Techniques
Object Interning
Memory Leaks and Prevention
Copy Operations
1 Topics
Copying Objects
7 Sub-topics
Assignment vs Copy
Shallow Copy Concept
Deep Copy Concept
copy Module Functions
Copy for Mutable vs Immutable Objects
Copying Nested Structures
Custom Copy Behavior (__copy__ and __deepcopy__)
Weak References
1 Topics
Weak Reference Management
7 Sub-topics
Understanding Weak References Concept
weakref Module Basics
Creating Weak References
WeakValueDictionary and WeakKeyDictionary
Weak Reference Callbacks
Proxy Objects
Use Cases for Weak References
03
Performance Profiling
2 Chapters · 2 Topics · 15 Sub-topics
Performance Optimization Techniques
1 Topics
Performance Optimization
8 Sub-topics
Profiling Code with cProfile
Timing Code Execution
Memory Profiling
Optimizing Loops and Iterations
List Comprehensions vs Loops Performance
Generator vs List Performance
Built-in Functions Performance
Avoiding Common Performance Pitfalls
Debugging Techniques
1 Topics
Debugging Python Code
7 Sub-topics
Using print() for Debugging
Python Debugger (pdb) Basics
pdb Commands and Navigation
Setting Breakpoints
Inspecting Variables in pdb
Post-Mortem Debugging
IDE Debuggers Overview
04
Optimization Techniques
4 Chapters · 4 Topics · 28 Sub-topics
List, Dict, Set Comprehensions and Generator Expressions
1 Topics
Comprehensions
7 Sub-topics
List Comprehension Syntax and Benefits
Dictionary Comprehension
Set Comprehension
Nested Comprehensions
Comprehensions with Multiple Conditions
Generator Expressions vs List Comprehensions
Performance Comparison
Generators - Part 1
1 Topics
Generator Basics
7 Sub-topics
Understanding Generator Functions
yield Keyword Explained
Generator vs Regular Function
Generator Expressions
Generator Memory Efficiency
Consuming Generators
Generator States
Generators - Part 2
1 Topics
Advanced Generators
7 Sub-topics
Generator Methods - send()
Generator Methods - throw()
Generator Methods - close()
Coroutines Basics with Generators
Generator Pipelines
Chaining Generators
yield from Expression
Itertools Module Deep Dive
1 Topics
Iterator Tools
7 Sub-topics
Infinite Iterators - count, cycle, repeat
Finite Iterators - accumulate, chain, compress
Combinatoric Iterators - product, permutations, combinations
Grouping with groupby
Slicing Iterators - islice, filterfalse
Tee - Splitting Iterators
Practical Itertools Patterns
05
Advanced Topics
2 Chapters · 2 Topics · 14 Sub-topics
Advanced Python Internals
1 Topics
Python Internals
7 Sub-topics
Python Object Model
Everything is an Object
Type System Hierarchy
Attribute Lookup Order
Bound vs Unbound Methods
Special Method Lookup
CPython Implementation Details
Import System Deep Dive
1 Topics
Python Import System
7 Sub-topics
Import Statement Mechanics
sys.modules Cache
Import Hooks
Custom Importers
Lazy Imports
Namespace Packages
Import Time Optimization

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