Learning Path
1
Beginner
4-6 weeksVariables & Data Types
Control Flow
Functions
Lists & Dictionaries
File I/O
Basic OOP
2
Intermediate
6-8 weeksAdvanced OOP
Decorators & Generators
Error Handling
Modules & Packages
Virtual Environments
Testing
3
Advanced
8-12 weeksAsync Programming
Design Patterns
Performance Optimization
C Extensions
Concurrency
Metaprogramming
4
Specialization
12+ weeksData Science (Pandas, NumPy)
Web Development (Django, Flask)
Machine Learning (scikit-learn)
Automation & Scripting
API Development
Career Paths
Python Developer
$85,000 - $130,000
Demand: Very High
Data Scientist
$95,000 - $150,000
Demand: Very High
ML Engineer
$110,000 - $170,000
Demand: High
Backend Developer
$90,000 - $140,000
Demand: High
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