Advanced Operations on Arrays with NumPy

Focused View

Chris Behrens

48:25

10 View

1. Course Overview

1. Course Overview.mp4

01:37

2. Exploring Array Copy and View in NumPy

1. Business Context and Course Prerequisites.mp4

03:02

2. Understanding the Concept.mp4

03:09

3. Demo - Array Copy.mp4

03:27

4. Demo - Array View.mp4

03:45

3. Working with Matrices Using NumPy Matrix Library

1. Practical Use Cases of Matrices in the Field of Data Science.mp4

04:01

2. Demo - Creating Matrices Using Matrix Library.mp4

05:39

3. Demo - Manipulating Matrices.mp4

05:01

4. Demo - Performing Arithmetic Operations on Matrices.mp4

04:02

4. Performing Complex Calculations Using NumPy Linear Algebra

1. Practical Business Use Cases.mp4

03:51

2. Demo - Finding the Rank, Trace, Determinant, and Eigenvalues of .mp4

05:37

3. Demo - Solving Linear Equations.mp4

03:18

4. Course Wrap-up and Next Steps.mp4

01:56

Description

Companies have been aggressively working to harvest their large quantities of data and derive meaningful results from them. The first and most important step is to understand how to represent that data and perform mathematical computations.

What You'll Learn?

In today’s fast paced world, companies are relying heavily on the data that they have been collecting from their client base. This is of course a first step. They need to know how to transform this data and derive meaningful insights for future growth.

In this course, Advanced Operations on Arrays with NumPy, you’ll gain the ability to apply complex mathematical operations on the data.

First, you’ll explore the differences between Array copy and view, understand the differences between them, and learn when to use them.

Next, you’ll discover NumPy’s matrix library and learn how to construct matrices, manipulate matrices, and perform basic arithmetic operations.

Finally, you’ll learn how to represent systems of linear equations in the form of NumPy matrices, compute eigenvalues, and solve linear equations.

When you’re finished with this course, you’ll have the skills and knowledge of performing complex mathematical operations on your data needed to build data models and derive meaningful results.

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NumPy

Chris Behrens

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Pluralsight

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Pluralsight, LLC is an American privately held online education company that offers a variety of video training courses for software developers, IT administrators, and creative professionals through its website. Founded in 2004 by Aaron Skonnard, Keith Brown, Fritz Onion, and Bill Williams, the company has its headquarters in Farmington, Utah. As of July 2018, it uses more than 1,400 subject-matter experts as authors, and offers more than 7,000 courses in its catalog. Since first moving its courses online in 2007, the company has expanded, developing a full enterprise platform, and adding skills assessment modules.