Performing Feature Engineering with MATLAB

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Justin Flett

54:17

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01 - Course Overview

01 - Course Overview.mp4

01:38

02 - Introducing and Understanding Feature Engineering

02 - Introduction.mp4

00:35

03 - Introducing Feature Engineering.mp4

04:22

04 - Implementing Feature Engineering in MATLAB.mp4

03:33

05 - Summary.mp4

00:46

03 - Organizing and Cleaning Data with MATLAB

06 - Introduction.mp4

00:31

07 - Working with Missing Values.mp4

04:56

08 - Working with Outliers.mp4

03:17

09 - Normalizing Variables.mp4

04:59

10 - Summary.mp4

00:43

04 - Preprocessing Data with MATLAB

11 - Introduction.mp4

00:39

12 - Preprocessing Text Data.mp4

05:01

13 - Preprocessing Image Data.mp4

03:29

14 - Summary.mp4

00:56

05 - Extracting Features for Analysis

15 - Introduction.mp4

00:42

16 - Introducing and Working with Scaling and Splitting Data.mp4

03:02

17 - Introducing and Understanding Correlations.mp4

06:44

18 - Working with Correlations.mp4

05:00

19 - Further Learning and Next Steps.mp4

01:59

20 - Course Summary.mp4

01:25

Description

MATLAB is a widely used programming language for statistical computing. This course will teach you the fundamentals of performing feature engineering within MATLAB.

What You'll Learn?

MATLAB is a widely used programming language for statistical computing. In this course, Performing Feature Engineering with MATLAB, you will learn foundational knowledge for understanding and implementing data science and feature engineering problems with MATLAB. First, you will learn what feature engineering is and why it can be useful to us. Next, you will learn how to organize and clean raw data within MATLAB. Then, you will learn how to preprocess text and image data with MATLAB. Finally, you will learn how extract features for analysis within MATLAB. When you are finished with this course, you will have the skills and knowledge of data science and feature engineering basics with MATLAB.

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MATLAB

Justin Flett

Instructor's Courses

Justin Flett is a Mechatronics Engineer currently working as a Professor within the Faculty of Applied Science and Technology at Sheridan College. Justin has previously held positions at Hydro One Networks, Ford Motor Company, and ABB Robotics spanning across both the electrical and mechanical engineering industries. Most recently, he has been working as an Product Development Professional specializing in training, services, and consultation nation-wide, ranging from design fundamentals to advanced product development solutions.

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.