Best Machine Learning with MATLAB Online Courses
In recent years, we’ve seen a resurgence in AI, or artificial intelligence, and machine learning.
Machine learning has led to some amazing results, like being able to analyze medical images and predict diseases on-par with human experts.
Google’s AlphaGo program was able to beat a world champion in the strategy game go using deep reinforcement learning.
Machine learning is even being used to program self driving cars, which is going to change the automotive industry forever. Imagine a world with drastically reduced car accidents, simply by removing the element of human error.
Google famously announced that they are now “machine learning first”, and companies like NVIDIA and Amazon have followed suit, and this is what’s going to drive innovation in the coming years.
Machine learning is embedded into all sorts of different products, and it’s used in many industries, like finance, online advertising, medicine, and robotics.
It is a widely applicable tool that will benefit you no matter what industry you’re in, and it will also open up a ton of career opportunities once you get good.
Machine learning also raises some philosophical questions. Are we building a machine that can think? What does it mean to be conscious? Will computers one day take over the world?
This course is for you if you want to have a real feel of the Machine Learning 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 theory but could never got a change or figure out how to implement and solve data science problems with it.
The approach in this course is very practical and we will start everything from very scratch. We will immediately start coding after a couple of introductory tutorials and we try to keep the theory to bare minimal. All the coding will be done in MATLAB which is one of the fundamental programming languages for engineer and science students and is frequently used by top data science research groups world wide.
Below is the brief outline of this course.
Segment 1: Introduction to course
Segment 2: Data preprocessing
Segment 3: Classification Algorithms in MATLAB
Segment 4: Clustering Algorithms in MATLAB
Segment 5: Dimensionality Reduction
Segment 6: Project: Malware Analysis
Machine Learning is the most evolving branch of Artificial Intelligence. Through this course, you will get a basic understanding of Machine Learning and Neural Networks.
You will also learn to train a Neural Network in MATLAB on Iris data-set available on UCI Machine Learning repository. The data set is simple and easy to understand and also small in size.
MATLAB is a multi-paradigm numerical computing environment..
Best Machine Learning with MATLAB Books:
#1 MATLAB Machine Learning 1st ed. Edition by Michael Paluszek & Stephanie Thomas
#2 MATLAB for Machine Learning: Practical examples of regression, clustering and neural networks by Giuseppe Ciaburro
#3 MATLAB Machine Learning Recipes: A Problem-Solution Approach by Michael Paluszek & Stephanie Thomas
#4 MATLAB Deep Learning: With Machine Learning, Neural Networks and Artificial Intelligence 1st ed. By Phil Kim