Building AI Models for High-Frequency Streaming Data: Part 1 - Planning Ahead: Data-Streaming Basics

April 13, 2022

Developing systems that handle streaming data like audio and video can be challenging. It means continuous data processing in real-time.

William G. Wong

Heather Gorr, PhD

Related To: Electronic Design

This video is part of the Building AI Models for High-Frequency Streaming Data series in the Embedded Software section of our Series Library.

Processing streaming data from sensors, such as cameras for video or microphones for audio data, is common practice. These days, high-speed data from multiple sources is often the case for applications where filters and machine-learning models are being applied in real-time. Mapping data to software data structures and combining them to application code can be a challenge (see figure).

Designing a system to handle real-time streaming data means mapping the hardware flow to programming data structures.

This video (at the top of the article) is the first in a series I'm doing with Heather Meloy Gorr, Senior Product Manager at MathWorks, talking about the challenges, methodologies, and solutions associated with high-speed communications and data processing.

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About the Author

William G. Wong | Senior Content Director - Electronic Design and Microwaves & RF

I am Editor of Electronic Design focusing on embedded, software, and systems. As Senior Content Director, I also manage Microwaves & RF and I work with a great team of editors to provide engineers, programmers, developers and technical managers with interesting and useful articles and videos on a regular basis. Check out our free newsletters to see the latest content.

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Check out my blog, AltEmbedded on Electronic Design, as well as his latest articles on this site that are listed below.

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I earned a Bachelor of Electrical Engineering at the Georgia Institute of Technology and a Masters in Computer Science from Rutgers University. I still do a bit of programming using everything from C and C++ to Rust and Ada/SPARK. I do a bit of PHP programming for Drupal websites. I have posted a few Drupal modules.

I still get a hand on software and electronic hardware. Some of this can be found on our Kit Close-Up video series. You can also see me on many of our TechXchange Talk videos. I am interested in a range of projects from robotics to artificial intelligence.