NumPy Essential Training: 1 Foundations of NumPy

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Terezija Semenski

1:25:48

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[1] Introduction

[1] Introduction.mp4

01:02

[2] What you should know.mp4

02:28

[2] 1. NumPy Overview and Introduction to Jupyter Notebook

[1] Why should you use NumPy.mp4

02:08

[2] Python lists vs. NumPy arrays.mp4

03:19

[3] Jupyter Notebook basics.mp4

03:29

[3] 2. NumPy Array Types and Creating NumPy Arrays

[1] Array types and conversions between types.mp4

04:25

[2] Multidimensional arrays.mp4

03:07

[3] Creating arrays from lists and other Python structures.mp4

03:36

[4] Intrinsic NumPy array creation.mp4

05:33

[5] Creating arrays filled with constant values.mp4

04:41

[6] Finding the shape and size of an array.mp4

02:50

[4] 3. Manipulate NumPy Arrays

[1] Adding, removing, and sorting elements.mp4

03:23

[2] Copies and views.mp4

04:32

[3] Reshaping arrays.mp4

05:37

[4] Indexing and slicing.mp4

05:43

[5] Joining and splitting arrays.mp4

06:47

[5] 4. Functions and Operations

[1] Arithmetic operations and functions.mp4

04:01

[2] Broadcasting.mp4

04:21

[3] Aggregate functions.mp4

04:03

[4] How to get unique items and counts.mp4

03:20

[5] Transpose like operations.mp4

03:49

[6] Reversing an array.mp4

02:45

[6] Conclusion

[1] Next steps.mp4

00:49

Description

NumPy provides Python with an elegant syntax and powerful array processing library. NumPy is the most useful and most powerful library in Python when it comes to data science and machine learning. In this course, Terezija Semenski introduces the NumPy data structure for n-dimensional arrays, then continues by showing functions for creating and manipulating arrays, including indexing and slicing for extracting elements from arrays. She also details how to find unique elements and reverse an array, and describes functions and operators for performing computations with ndarray objects and functions for math and statistics.

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Python

NumPy

Terezija Semenski

Instructor's Courses

I help busy people learn to code without spending hours on searching Google and Stackoverflow. Mathematician and Software Developer with a business mind, a learning mindset, and a passion for people. Currently working as a freelance Educator and Software Developer. I’m also preparing my 8th online course. My previous experience includes working as Software Developer and QA in startup on educational, financial and banking app development projects and in the education sector as IT and Mathematics Teacher.

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