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NumPy
Course overview
NumPy
ndarrays, vectorization, and numerical building blocks for models and Pandas.
Beginner
2–3 weeks
7 modules
14 lessons
Start first lesson
Certificate
What you'll cover
Module 1.
Introduction to NumPy
1.
Welcome & Setup
Module 2.
Arrays in NumPy
1.
Arrays and Array Properties
2.
Reshaping & Manipulating Arrays
Module 3.
Indexing & Slicing
1.
Indexing and Slicing NumPy Arrays
2.
Boolean Masking & Fancy Indexing
Module 4.
NumPy Operations
1.
Mathematical Operations and Universal Functions
2.
Aggregation & Statistics
Module 5.
Vectorization & Broadcasting
1.
Vectorization in NumPy
2.
Broadcasting Explained
3.
Working Along Axes
Module 6.
Linear Algebra with NumPy
1.
Matrix Operations
2.
Linear Algebra Functions
Module 7.
NumPy for Data Science & ML
1.
Data Cleaning with NumPy
2.
NumPy in Machine Learning