Week 4: Numpy#

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

4.5 Cheatsheet#

4.6 Tutorial#

4.7 Exercises #