Edge Devices and LLMs: What's Ahead for AI

  Рет қаралды 1,091

Altium Academy

Altium Academy

Күн бұрын

*Edge Devices and LLMs: What's Ahead for AI*
In this episode of the Altium OnTrack podcast, host Tech Consultant Zach Peterson explores the fascinating world of Edge AI and how Large Language Models (LLMs) fit into the picture with Jan Jongboom, co-founder of Edge Impulse.
The two discuss the evolution from GPT-2 to GPT-4, the importance of edge computing, and the hardware requirements for running AI on edge devices. Discover how reducing the size of LLMs enables efficient deployment on edge devices, gain insights into the practical applications of AI in various industries, and learn about EDGE IMPULSE.
👉 Connect with Jan Here: www.linkedin.com/in/jan-jongb...
👉 Learn more about Edge Impulse: edgeimpulse.com/
👉 Check Out a Recent Vid from Edge Impulse: Using GPT-4o to train a 2,000,000x smaller model (that runs directly on device): • Using GPT-4o to train ...
👉 Getting started w/ Edge Impulse on Renesas platforms:
- docs.edgeimpulse.com/docs
- docs.edgeimpulse.com/docs/edg...
- docs.edgeimpulse.com/docs/edg...
👉 Exclusive 15 Days Free Altium Designer Access: www.altium.com/promotions/alt...
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#EdgeAI #GPT4 #MachineLearning
0:00 Intro
2:22 Jan and Edge Impulse Background
4:41 Power Reduction
8:21 FPGAs?
14:33 Parameter Reduction
20:35 Hardware Architecture
23:02 Synthetic Data?
27:07 Data Challenges
34:27 Speech Detection Challenges
37:17 Where Are LLMs Going?
39:46 Wrapping Up

Пікірлер: 5
@deangreenhough3479
@deangreenhough3479 15 күн бұрын
I’m only half way through the video. But had to comment to say this is well worth a watch. Great interview, well done gentlemen. ✅
@chrisbradley3224
@chrisbradley3224 14 күн бұрын
Very interesting and pertinent. Well worth the listen. Not a lot of embedded or edge discussion out there.
@ricardostocker2012
@ricardostocker2012 15 күн бұрын
Conclusion Implementing logarithmic and optimized calculations on edge devices with limited resources can significantly improve efficiency and performance. By following these strategies, you can develop robust and efficient solutions that make the most of limited hardware capabilities.
@OMNI_INFINITY
@OMNI_INFINITY 11 күн бұрын
Reminds of the type of people that were more common in silicon valley about. a calendar decade ago...before mba and india locusts downgraded the historical bright-eyed giddy engineers scene there.
@AlbertRei3424
@AlbertRei3424 10 күн бұрын
Can't you compete with indians? Then go back studying. Why do they prefer hiring indians? There is a reason.
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