Deep Learning on ARM Processors - From Ground Up™

Build Artificial Intelligence Firmware from Scratch on ARM Microcontrollers

We are going to embark on a very exciting journey together. We are going to learn how to build deep neural networks from scratch on our microcontrollers.

We shall begin by learning the basics of deep learning with practical code showing each of the basic building blocks that end up making a giant deep neural network. All of this on our microcontroller, both training and inference.
As we begin to deal with large datasets we shall start training our neural networks on our computers and then deploying the the trained models on our microcontrollers. Due to the limited memory and processing power of microcontrollers we shall learn methods for quantizing our models before deploying them on our resource constrained microcontrollers without compromising the accuracy of our models.
By the end of this course you will be able to build neural networks from scratch without libraries, be able to master quantization methods for deploying neural networks on microcontrollers , be able to build deep learning firmware for Handwriting Recognition, be able to use Keras, CubeMX.AI and so much more.

If you are new to machine learning and deep learning, this course is for you. The course starts from the very basic building block of neural networks and teaches you how to build your own neural network using pure c code before we move on to see how to use readily available libraries.


Frequently Asked Questions


When does the course start and finish?
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 long do I have access to the course?
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.
What if I am unhappy with the course?
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.
Do I get a certificate?
Yes, upon successful completion of the course.

Your Instructor


EmbeddedExpert™
EmbeddedExpert™

EmbeddedExpertIO is a community focused on professional embedded systems software programming.

Everyday we try to find the knowledge gaps that exist among current embedded systems developers, then put our minds and years of experience together to create a course to perfectly fill such gaps.

If you are new to embedded systems programming our community provides step-by-step courses that will take you from blinky to build your own rtos .

If you are an embedded systems developer who wants to specialize in some specific aspect of embedded systems programming, we also provide a wide range of specialization courses to help you master different aspects of embedded firmware development.

We look forward to welcoming you to EmbeddedExpertIO


Course Curriculum


  Logistic Regression
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  Improving Neural Networks with Regularization Techniques
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  CubeMX AI
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  Closing
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