Python NumPy For Your Grandma

Python NumPy made so easy, your grandma could learn it!
Rating: 4.3 out of 5 (52 ratings)
6,274 students
Python NumPy For Your Grandma
Rating: 4.3 out of 5 (52 ratings)
6,274 students
NumPy for scientific computing in Python

Requirements

  • Basic knowledge of Python
Description

Wanna learn NumPy?

Look no further. This course covers everything from how to install and import numpy to how to solve complex problems involving array transformations and random sampling.

Course Structure

The course is presented as a series of on-demand lecture style videos with lots of animated examples, code for you to follow, and challenge problems to test your knowledge. Go as fast or as slow as you want. No formal tests. No pressure.

Philosophy

The course has a heavy emphasis on understanding NumPy, as opposed to rote memorization. ...But don't take my word for it. Check out the free lecture videos in the course curriculum below!

Who this course is for:
  • Python developers interested in scientific computing and data science
Course content
5 sections • 29 lectures • 50m total length
  • 1.0 Course Introduction
    01:06
  • 2.0 Introduction To NumPy Arrays
    00:04
  • 2.1 What's A NumPy Array?
    02:42
  • 2.2 Creating NumPy Arrays
    01:03
  • 2.3 Indexing And Modifying 1-D Arrays
    01:55
  • 2.4 Indexing And Modifying Multidimensional Arrays
    02:19
  • 2.5 Basic Math
    01:11
  • 3.0 Intermediate Array Stuff
    00:10
  • 3.1 Broadcasting
    04:29
  • 3.2 newaxis
    01:13
  • 3.3 reshape()
    01:50
  • 3.4 Boolean Indexing
    03:15
  • 3.5 nan
    01:06
  • 3.6 infinity
    01:09
  • 3.7 random
    03:09
  • 4.0 Common Operations
    00:09
  • 4.1 where()
    01:59
  • 4.2 Math Funcs
    01:46
  • 4.3 all() and any()
    00:48
  • 4.4 concatenate()
    01:14
  • 4.5 Stacking
    04:46
  • 4.6 Sorting
    04:53
  • 4.7 unique()
    01:36
  • 5.0 Challenges
    00:33
  • 5.1 New Column From Others
    01:23
  • 5.2 Replace N Values Where
    01:16
  • 5.3 Random Insertions
    01:03
  • 5.4 Index Onwards
    01:04
  • 5.5 One-Hot-Encoding
    01:26

Instructor
Data Scientist
Ben Gorman
  • 4.3 Instructor Rating
  • 52 Reviews
  • 6,274 Students
  • 1 Course

Hi I’m Ben. I spent five years doing actuarial work for an insurance company before ditching the cubicle and opening up my freelance machine learning consultancy, GormAnalysis. Now I build predictive models for companies spanning a range of industries including insurance, ecommerce, tech, real estate, and others. I'm also a Kaggle Master, for whatever that's worth..

I've been blogging about technical machine learning topics for years, but since I personally prefer learning from videos, I decided to upgrade my blog into video format. You see, these courses are not intended for you; they're a reference for future me, when I forget how things work. But you can use them too, for a small fee :)