Python NumPy for Your Grandma

Overview

Learn Python NumPy in a beginner-friendly 2.5-hour course designed for all ages. Master array basics, indexing, math operations, broadcasting, reshaping, and advanced functions through practical challenges. Explore topics like boolean indexing, random number generation, sorting, and unique value handling. Tackle real-world scenarios with movie ratings, population verification, and game simulations. Dive into advanced concepts such as strided arrays and Einstein summation. Complete hands-on exercises to reinforce learning, including one-hot encoding, cumulative calculations, and pattern recognition tasks.

Syllabus

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