Python NumPy For Your Grandma - 4.2 Math Functions

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Course Curriculum

1. Introduction
   1.1 Introduction
2. Basic Array Stuff
   2.1 NumPy Array Motivation
   2.2 NumPy Array Basics
   2.3 Creating NumPy Arrays
   2.4 Indexing 1-D Arrays
   2.5 Indexing Multidimensional Arrays
   2.6 Basic Math On Arrays
   2.7 Challenge: High School Reunion
   2.8 Challenge: Gold Miner
   2.9 Challenge: Chic-fil-A
3. Intermediate Array Stuff
   3.1 Broadcasting
   3.2 newaxis
   3.3 reshape()
   3.4 Boolean Indexing
   3.5 nan
   3.6 infinity
   3.7 random
   3.8 Challenge: Love Distance
   3.9 Challenge: Professor Prick
   3.10 Challenge: Psycho Parent
4. Common Operations
   4.1 where()
   4.2 Math Functions
   4.3 all() and any()
   4.4 concatenate()
   4.5 Stacking
   4.6 Sorting
   4.7 unique()
   4.8 Challenge: Movie Ratings
   4.9 Challenge: Big Fish
   4.10 Challenge: Taco Truck
5. Advanced Array Stuff
   5.1 Advanced Array Indexing
   5.2 View vs Copy
   5.3 Challenge: Population Verification
   5.4 Challenge: Prime Locations
   5.5 Challenge: The Game of Doors
   5.6 Challenge: Peanut Butter
6. Final Boss
   6.1 as_strided()
   6.2 einsum()
   6.3 Challenge: One-Hot-Encoding
   6.4 Challenge: Cumulative Rainfall
   6.5 Challenge: Table Tennis
   6.6 Challenge: Where’s Waldo
   6.7 Challenge: Outer Product

Additional Content

1. Python Pandas For Your Grandpa
2. Neural Networks For Your Dog
3. Introduction To Google Colab