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 creation, 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, 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!
Your Instructor
Hi Iām Ben and I'm the creator of this classroom. 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 :)
Course Curriculum
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Preview2.1 NumPy Array Motivation (5:31)
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Start2.2 NumPy Array Basics (6:11)
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Start2.3 Creating NumPy Arrays (4:38)
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Start2.4 Indexing 1-D Arrays (5:55)
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Start2.5 Indexing Multidimensional Arrays (5:32)
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Start2.6 Basic Math On Arrays (1:55)
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Start2.7 Challenge: High School Reunion (2:47)
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Preview2.8 Challenge: Gold Miner (2:54)
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Start2.9 Challenge: Chic-fil-A (4:40)
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Start3.1 Broadcasting (4:59)
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Preview3.2 newaxis (1:45)
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Start3.3 reshape() (4:35)
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Start3.4 Boolean Indexing (3:41)
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Start3.5 nan (1:16)
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Start3.6 infinity (1:33)
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Start3.7 random (11:08)
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Start3.8 Challenge: Love Distance (2:58)
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Preview3.9 Challenge: Professor Prick (3:38)
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Start3.10 Challenge: Psycho Parent (4:02)