4.1 - Numpy Basics - [Notebook] - [Video]
- Numpy Arrays
- Copying Arrays
- Basic Operators
- Numpy Constants
- Mathematical Functions
- 0-Dimensional Arrays
- Multi-Dimensional Arrays
4.2 - Numpy Array Creation & Manipulation - [Notebook] - [Video]
- Methods To Create Numpy Arrays
- Non-Numerical Data Types
- Indexing Numpy Arrays
- Slicing Numpy Arrays
- Array Manipulation
4.3 - Numpy Linear Algebra - [Notebook] - [Video]
- Scalar Array Operations
- Element-Wise Operations
- Matrix Algera
- Matrix Transformations
4.4 - Numpy Tools - [Notebook] - [Video]
- Random Sampling
- Binary Operations
- Polynomials
- Data Analysis
- I/O