This course is for you If you are being fascinated by the field of Machine Learning?
Basic Course Description
This course is designed to cover one of the most interesting areas of machine learning called classification. I will take you step-by-step in this course and will first cover the basics of MATLAB. Following that we will look into the details of how to use different machine learning algorithms using MATLAB. Specifically, we will be looking at the MATLAB toolbox called statistic and machine learning toolbox. We will implement some of the most commonly used classification algorithms such as K-Nearest Neighbor, Naive Bayes, Discriminant Analysis, Decision Tress, Support Vector Machines, Error Correcting Ouput Codes and Ensembles. Following that we will be looking at how to cross validate these models and how to evaluate their performances. Intuition into the classification algorithms is also included so that a person with no mathematical background can still comprehend the esesential ideas. The following are the course outlines.
Sgement 1: Instructor and Course Introduction
Segment 2: MATLAB Crash Course
Segment 3: Grabbing and Importing Dataset
Segment 4: K-Nearest Neighbor
Segment 5: Naive Bayes
Segment 6: Decision Trees
Segment 7: Discriminant Analysis
Segment 8: Support Vector Machines
Segment 9: Error Correcting Ouput Codes
Segment 10: Classification with Ensembles
Segment 11: Validation Methods
Segment 12: Evaluating Performance
At the end of this course,
5 months ago Infosec Leader
3 months ago Jaysen Batchelor
1 months ago Milos Montes
1 months ago Alexey Brenes
6 months ago Anthony Falcon
9 months ago Benjamin Major
8 months ago Chad Blair
4 months ago Chris Dunavan
3 months ago Cristian Drincu
2 months ago Edwin-Torres-Sanchez
6 months ago Glen Ihrig
7 months ago Hector-Toledo
1 months ago Hector-Toledo
2 months ago Juan John Charles
1 months ago Marcus Smith
The course starts now and never ends! It is a completely self-paced online course - you decide when you start and when you finish.
How does lifetime access sound? After enrolling, you have unlimited access to this course for as long as you like - across any and all devices you own.
We would never want you to be unhappy! If you are unsatisfied with your purchase, contact us in the first 30 days and we will give you a full refund.