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Data Processing and Feature Engineering with MATLAB

In this course, you will build on the skills learned in Exploratory Data Analysis with MATLAB to lay the foundation required for predictive modeling. This intermediate-level course is useful to anyone who needs to combine data from multiple sources or times and has an interest in modeling. These skills are valuable for those who have domain knowledge and some exposure to computational tools, but no programming background. To be successful in this course, you should have some background in basic statistics (histograms, averages, standard deviation, curve fitting, interpolation) and have completed Exploratory Data Analysis with MATLAB. Throughout the course, you will merge data from different data sets and handle common scenarios, such as missing data. In the last module of the course, you will explore special techniques for handling textual, audio, and image data, which are common in data science and more advanced modeling. By the end of this course, you will learn how to visualize your data, clean it up and arrange it for analysis, and identify the qualities necessary to answer your questions. You will be able to visualize the distribution of your data and use visual inspection to address artifacts that affect accurate modeling.

状态:Data Preprocessing
状态:Dimensionality Reduction
中级课程小时

精选评论

AL

4.0评论日期:Aug 28, 2020

Great overview. Very useful exercises and tests. However, Week 5 was a little overwhelming since it is a little bit of everything (signals, images, texts).

DM

4.0评论日期:Apr 7, 2020

Big step up from the previous course but good introduction into data science, what it is and what MATLAB can do to help you get the most out of your analysis. Very good !

DM

5.0评论日期:Nov 30, 2020

A very beautiful course based on the content. Just rushes with the content in the last 3 weeks. A week could be added to evenly distribute the content and not rush through it.

SE

5.0评论日期:Feb 25, 2020

The course content and delivery are top-notch. I like the practicals, quizzes and exams which help to deepen understanding. For me, they'll always be a treasure load of reference materials.

KS

5.0评论日期:Feb 18, 2020

Fun (and easy) with the nice addition of playing with the Matlab functions yourself thanks to the temporary toolbox licenses.

LF

5.0评论日期:Oct 3, 2020

I am impressed with the instructors lectures and I am very satisfied with what I have been able to accomplish with my programming and machine learning skills

VA

5.0评论日期:Mar 9, 2020

The course is good and very well structured. It helps you understand the steps involved in feature engineering and provides proper ways to implement them in MATLAB.

RR

5.0评论日期:Feb 20, 2021

The course on Data Processing and Feature Engineering with MATLAB charms me extremely . It covers all the area , like image, signal and text processing with feature engineering.

ET

5.0评论日期:Oct 16, 2020

The course if a little bit challenging but in a good way. The examples and practice quizzes were very useful. Although some videos need improvement

AT

5.0评论日期:Jul 9, 2020

The course was easy to follow and the sections in the week 5 module showed some real life applications of the methods learnt throughout the course.

GT

5.0评论日期:Jan 6, 2021

This is a great course from Matlab. It is very well designed and easy to follow. I could apply such big concepts with easiness and get a good understanding.

GV

5.0评论日期:Apr 23, 2020

Excellent videos, very good datasets, well-thought examples. Only the section with images (in module 5) was rather weak.

所有审阅

显示:20/118

Michael Valic
5.0
评论日期:May 11, 2020
Soji Egbonwon
5.0
评论日期:Feb 26, 2020
Daniel Asante Otchere
4.0
评论日期:Feb 8, 2020
Navarro Alizée
5.0
评论日期:Apr 27, 2020
A. Marx
1.0
评论日期:Aug 1, 2020
F74116356蘇以恩
5.0
评论日期:Mar 23, 2024
Yusrin Ramli
5.0
评论日期:Aug 3, 2020
E44117013谷心瑤
5.0
评论日期:Jun 9, 2024
Krishna Vasishta Desabhotla
5.0
评论日期:May 18, 2020
ANUPAM SHARMA
5.0
评论日期:May 29, 2023
E S
5.0
评论日期:Apr 2, 2021
Toufik Ahmed Zisan
5.0
评论日期:Jul 21, 2020
Georgios Dolias
5.0
评论日期:Apr 6, 2020
George Raynnier Cardozo Molina
5.0
评论日期:May 31, 2021
Jesús Araúz
5.0
评论日期:Mar 29, 2020
Diwakar S Goud
5.0
评论日期:Aug 4, 2020
ARINDAM DAS
5.0
评论日期:Nov 30, 2025
Mizanur Rahman Mizan
5.0
评论日期:Feb 21, 2021
Tanvir Shahriar
5.0
评论日期:May 15, 2020
Akram Mubarak Mohammed Ahmed Osman
5.0
评论日期:Jan 7, 2022