ECE
Signal processing, communications and embedded AI for electronics engineers.
Beginner
Start here. No background needed beyond school maths.
AI-Powered GNC for Every Satellite
A video from MathWorks on AI-Powered GNC for Every Satellite. A good starting point for electronics and communication engineering; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
MathWorks
What Is Deep Learning Toolbox?
An explainer from MathWorks on What Is Deep Learning Toolbox. A good starting point for electronics and communication engineering; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
MathWorks
Trace AI Agents in MATLAB with OpenTelemetry
A video from MathWorks on Trace AI Agents in MATLAB with OpenTelemetry. A good starting point for electronics and communication engineering; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
MathWorks
Agentic AI for RF System Design
A video from MathWorks on Agentic AI for RF System Design. A good starting point for electronics and communication engineering; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
MathWorks
How to Use Terminal to Bring AI Coding Agents into MATLAB and Simulink
A video from MathWorks on How to Use Terminal to Bring AI Coding Agents into MATLAB and Simulink. A good starting point for electronics and communication engineering; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
MathWorks
What Is Signal Processing Toolbox?
An explainer from MathWorks on What Is Signal Processing Toolbox. A good starting point for electronics and communication engineering; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
MathWorks
What Is Statistics and Machine Learning Toolbox?
An explainer from MathWorks on What Is Statistics and Machine Learning Toolbox. A good starting point for electronics and communication engineering; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
MathWorks
MATLAB Deep Learning Onramp
Two hours of hands-on, browser-based exercises on image classification with pretrained networks and transfer learning.
MathWorks
MATLAB Signal Processing Onramp
A free interactive MathWorks course on visualising, measuring and filtering signals in MATLAB, in the browser.
MathWorks
MATLAB Image Processing Onramp
A free, self-paced introduction to image processing in MATLAB: segmentation, filtering and batch processing of images, the groundwork for computer vision.
MathWorks
Advanced
Once the basics are comfortable.
Fourier Analysis (Data-Driven Science and Engineering)
The Fourier transform, FFT, spectrograms and wavelets explained visually, with code. Essential signal-processing background for audio, communications and sensor ML.
Steve Brunton (University of Washington)
Edge Impulse Documentation: Getting Started
Build and deploy ML models to microcontrollers and edge devices: data collection, signal processing blocks and deployment.
Edge Impulse
NPTEL: Deep Learning (IIT Kharagpur)
Prof. Prabir Kumar Biswas's deep learning course, designed for electronics and communication students, covering CNNs and image tasks.
NPTEL / IIT Kharagpur
NPTEL: Pattern Recognition and Application
IIT Kharagpur's course on feature extraction, classifiers, clustering and neural networks, with applications to signals and images.
NPTEL / IIT Kharagpur
Tiny Machine Learning (TinyML) Professional Certificate
Harvard's course series on running machine learning on microcontrollers: sensors, keyword spotting and deployment. Free to audit on edX.
HarvardX (edX)
NPTEL: Applied Linear Algebra for Signal Processing, Data Analytics and Machine Learning
The linear algebra an ECE student actually uses: vector spaces, least squares, eigen-decomposition and SVD, applied to signals, data and machine learning problems.
NPTEL / IIT Kanpur
Expert
Research-level depth and specialist material.