Complete NumPy Course — Zero to Pro | Python | Numerical Computing & Data Science
📺 YouTube: Code With Ishfaq 🌐 Website: codewithishfaq.com
Welcome to the Complete Python NumPy Course repository.
This repository contains all the notes, code examples, and practice exercises for the full NumPy course available on YouTube.
This course is designed to take you from the absolute basics of NumPy to advanced array operations and data manipulation techniques — helping you become proficient in numerical computing, data science workflows, and writing efficient Python code for real-world datasets.
- Introduction to NumPy and Why It Matters
- NumPy Arrays vs Python Lists
- Array Creation, Shape, Size, and Data Types
- Indexing, Slicing, and Iterating Arrays
- Array Reshaping and Flattening
- Mathematical and Statistical Operations
- Broadcasting and Vectorized Operations
- Multi-dimensional Arrays and Matrix Operations
- NumPy for Data Science and Machine Learning Preparation
- Real-world examples and practice problems
- Beginners who want to learn NumPy from scratch
- Students stepping into Data Science or Machine Learning
- Python developers who want to work with numerical data efficiently
- Anyone who wants to understand the foundation of Pandas, TensorFlow, and Scikit-learn
No prior NumPy experience is required. Basic Python knowledge is helpful.
Before starting, make sure you have:
- Python installed
- Basic understanding of Python programming
- NumPy installed (
pip install numpy)
- Watch the tutorial on YouTube
- Read the related notes from this repository
- Practice the code examples
- Try to solve the problems on your own before looking at the solution
Consistency and practice are key to mastering NumPy and Data Science.
| Platform | Link |
|---|---|
| 🎥 YouTube | @CodeWithIshfaqYT |
| 🌐 Website | codewithishfaq.com |
| 💻 GitHub | ishfaqkhan-dev |
If you find this course helpful, please:
- Star this repository
- Share it with your friends
- Subscribe to the YouTube channel
Your support helps in creating more free educational content.
Muhammad Ishfaq Khan BS Computer Science Student | Data Science & AI Educator | YouTube Content Creator
Made with ❤️ by Ishfaq Khan | Code With Ishfaq