November 2023
Intermediate to advanced
578 pages
12h 20m
English
Content preview from Developing IoT Projects with ESP32 - Second Edition
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11
Developing on Edge Impulse
As we talked about in the previous chapter, developing a TinyML application requires many steps, such as collecting requirements and data, pre-processing data, model development and optimization, deployment, performance tracking, and maintenance. In a traditional software project, we have DevOps to manage the software life cycle. When it comes to machine learning, we define Machine Learning Operations or MLOps. An MLOps platform provides us with the tools and resources to design, develop, and maintain our machine learning applications. What makes an MLOps platform different from a DevOps platform is that it also manages data and the resulting models in its versioning subsystem.
Edge Impulse is the leading MLOps ...
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I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.