Python for AI
Learn Python with a focus on data science, ML, and AI workflows. Master Python for artificial intelligence from the ground up.
Level: Beginner · Category: Programming · Estimated time: 10 hours
Lessons
- Python Basics & Setup — Install Python, set up Jupyter, variables, data types, and operators.
- Control Flow & Functions — If/else, loops, functions, and error handling.
- Object-Oriented Python — Classes, inheritance, and OOP patterns used in ML frameworks.
- NumPy for Numerical Computing — Arrays, broadcasting, vectorized operations, and linear algebra.
- Pandas for Data Analysis — DataFrames, data cleaning, filtering, grouping, and merging.
- Data Visualization — Matplotlib, Seaborn, and Plotly for creating insightful charts and plots.
- File I/O, APIs & Automation — Reading CSVs, working with JSON, REST APIs, and automating data pipelines.
Topics covered
python, numpy, pandas, matplotlib, data-science, jupyter