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Python for AI
Master Python programming fundamentals with a focus on AI and data science applications. Learn the essential skills needed for AI development.
6 weeks
8 Modules
Certificate Included
Learning Outcomes
What You'll Learn
By the end of this course, you'll be able to:
Write clean, efficient Python code
Work with data structures and algorithms
Use NumPy and Pandas for data manipulation
Create visualizations with Matplotlib
Build basic machine learning models
Understand AI development workflows
Curriculum
Course Modules
A comprehensive curriculum designed for practical application.
1
Python Fundamentals
- Variables and data types
- Control flow
- Functions
- Modules and packages
2
Object-Oriented Programming
- Classes and objects
- Inheritance
- Polymorphism
- Design patterns
3
Data Structures
- Lists, tuples, and sets
- Dictionaries
- Stacks and queues
- Trees and graphs
4
NumPy Essentials
- Array operations
- Broadcasting
- Linear algebra
- Random number generation
5
Pandas for Data Analysis
- DataFrames
- Data cleaning
- Grouping and aggregation
- Time series data
6
Data Visualization
- Matplotlib basics
- Statistical plots
- Interactive visualizations
- Dashboard creation
7
File Handling & APIs
- Reading/writing files
- JSON and CSV
- REST APIs
- Web scraping
8
AI Development Setup
- Jupyter notebooks
- Virtual environments
- Git basics
- AI project structure
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