Signal Processing Courses and Certifications

Coursera

Transform Audio: Extract Features & Augment Models

Turn raw waveforms into ML-ready audio features with STFT, MFSCs and MFCCs, then build augmentation pipelines using noise injection and temporal and spectral transformations.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

Principles of Digital Communication II

Approach the Shannon limit on AWGN channels: design and analyze binary block, Reed-Solomon, convolutional, turbo and LDPC codes with Viterbi, sum-product and BCJR decoding.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Valerio Velardo - The Sound of AI

Complex Numbers for Audio Signal Processing

Build a visual, operational understanding of complex numbers in Cartesian and polar forms, including Euler’s formula and identity, for Fourier-transform work in audio processing.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Codificación de audio: Más allá del MP3

10 ratings

En este curso el alumno estudiará los fundamentos de los sistemas de compresión de audio así como los estándares más utilizados. Se verán los estándares del grupo MPEG como el MP3 y el AAC así como ot

• edX
• 5 weeks, 4-5 hours a week
• Self-Paced
• Free Online Course (Audit)

Neso Academy

Z-Transform - Chapter 12 - Signals and Systems

Master Z-Transform fundamentals and properties for digital signal processing, covering existence conditions, theorems, and practical applications in system analysis.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Neso Academy

Laplace Transform - Chapter 8 - Signals and Systems

Master Laplace Transform fundamentals, properties, ROC analysis, and problem-solving techniques for signals and systems applications in engineering.

• YouTube
• 5 hours 24 minutes
• Self-Paced
• Free Video

Reducible

The Fast Fourier Transform - Most Ingenious Algorithm Ever?

Discover the Fast Fourier Transform through polynomial multiplication, roots of unity, recursive evaluation, and interpolation with the inverse FFT.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

3Blue1Brown

What is the Fourier Transform? A Visual Introduction

An animated visual introduction to the Fourier Transform.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Exploring communications technology

5 ratings at OpenLearn

Explore how signals, error control, compression, and modulation principles underpin broadband, mobile, and Wi-Fi communications.

• OpenLearn
• 10 hours
• Self-Paced
• Free Certificate

Exploring communications technology

1 rating at OpenLearn

This free course, Exploring communications technology, looks at some of the principles underpinning communications technology. It looks at the properties of signals and media (such as optical fibre...

• OpenLearn
• 10 hours
• Self-Paced
• Free Certificate

Data Science Dojo

Machine Learning for Signal Processing - Data Compression and Denoising

See how Principal Component Analysis can compress signal data and remove noise, with linear algebra explaining its strengths and limitations.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

ADC - Audio Developer Conference

High-Level Programming of FPGAs for Audio Real-Time Signal Processing Applications

Explore high-level FPGA programming for audio processing using SyFaLa toolchain and Faust language. Learn advantages, applications, and potential in spatial audio and room acoustics control.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Hack In The Box Security Conference

Signal Processing with GNURadio and SDRs

Hands-on signal processing with GNU Radio, building modules and using RTL-SDR, HackRF, and Ettus USRP hardware for practical signal analysis.

• YouTube
• 2 hours 5 minutes
• Self-Paced
• Conference Talk

Career Certificate

Elements of Data Science

Develop key mathematical skills and learn terminology, models, and algorithms needed to explore data science careers.

• edX
• 16 weeks, 6-8 hours a week
• Self-Paced
• $408.00
• 2 courses

Image Signal Processing Drivers and Upstream Merging

Learn about Image Signal Processing drivers, focusing on Rockchip RK3399 ISP and RKISP1. Explore hardware architecture, media topology, and configuration propagation in this technical deep dive.

• YouTube
• 40 minutes
• Self-Paced
• Free Video