Data Preprocessing for Machine Learning using MATLAB
Learn how to clean and prepare data in MATLAB with easy-to-use code templates
Teaching and Academics ,Other Teaching & Academics,MATLAB
Lectures -31
Resources -5
Duration -4 hours
Lifetime Access
Lifetime Access
30-days Money-Back Guarantee
Get your team access to 10000+ top Tutorials Point courses anytime, anywhere.
Course Description
This course is for you if you want to fully equip yourself with the art of applied machine learning using MATLAB. This course is also for you if you want to apply the most commonly used data preprocessing techniques without having to learn all the complicated maths. Additionally, this course is also for you if you have had previous hours and hours of machine learning implementation but could never figure out how to further improve the performance of the machine learning algorithms. By the end of this course, you will have at your fingertips, a vast variety of most commonly used data preprocessing techniques that you can use instantly to maximize your insight into your data set.
The approach in this course is very practical and we will start everything from scratch. We will immediately start coding after a couple of introductory tutorials and we try to keep the theory to a bare minimum. All the coding will be done in MATLAB which is one of the fundamental programming languages for engineering and science students and is frequently used by top data science research groups worldwide.
Course Outline:
- Segment 1: Introduction to the course and MATLAB.
- Segment 2: Handling Missing Values.
- Segment 3: Dealing with Categorical Variables.
- Segment 4: Outlier Detection.
- Segment 5: Feature Scaling and Data Discretization.
- Segment 6: Project: Selecting Techniques for your Dataset.
Your Benefits and Advantages:
If you do not find the course useful, you are covered with a 30-day money-back guarantee, a full refund, no questions asked!
You will be sure of receiving quality content since the instructors have already many courses in MATLAB on TutorialsPoint.
You have lifetime access to the course.
You have instant and free access to any updates I add to the course.
You have access to all Questions and discussions initiated by other students.
You will receive my support regarding any issues related to the course.
Check out the curriculum and Freely available lectures for a quick insight.
Who this course is for?
- Students, Entrepreneurs, Researchers, Instructors, Engineers, Programmers, Simulators.
- Anyone who wants to analyze the data.
Goals
- How to effectively preprocess data before analysis.
- How to implement different preprocessing methods using matlab.
- Take away code templates for quickly preprocessing your data.
- Decide which method to choose for your dataset.
Prerequisites
- MATLAB 2017a or higher version. No prior knowledge of MATLAB is required.
- In the version below 2017a, there might be some functions that will not work.
- We cover everything from scratch and therefore do not require any prior knowledge of MATLAB.

Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction to course and MATLAB
3 Lectures
-
Introduction to course 04:24 04:24
-
Introduction to MATLAB 08:26 08:26
-
Importing Dataset into MATLAB 07:34 07:34
Handling Missing Values
6 Lectures

Dealing with Categorical Variables
5 Lectures

Outlier Detection
9 Lectures

Feature Scaling and Data Discretization
4 Lectures

Project: Selecting the Right Method for your Data
3 Lectures

Instructor Details

Nouman Azam
I am Dr. Nouman Azam, and i am Associate Professor in Computer Science. I teach online courses related to Programming, and I have a rich community of students comprising of more than 50,000+ students.
The focus of my courses is to explain different aspects of Programming languages specifically focusing on MATLAB and Rust and how to use them effectively in routine daily life activities. In my courses, you will find topics such as basic programming, designing GUI's, data analysis and visualization, concurrency, textual processing, and many more.
Course Certificate
Use your certificate to make a career change or to advance in your current career.

Our students work
with the Best


































Related Video Courses
View MoreAnnual Membership
Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses
Subscribe now
Online Certifications
Master prominent technologies at full length and become a valued certified professional.
Explore Now