Evaluate the real performance of your Edge AI use case without hardware! @Toradexofficial
Evaluate the real performance of your Edge AI use case without hardware!  @Toradexofficial
Uploaded July 2024 | Updated September 2026, 2 weeks ago
The Texas Instruments AM69 Applications Processor features a powerful 8-core Arm Cortex A72 CPU cluster and a deep neural network accelerator with up to 32 TOPs, making it an ideal choice for advanced Machine Learning, Real-time, and Robotics applications.

In this video, Toradex's Daniel Lang and Texas Instruments's Pratik Kedar guide us through using the TI Edge AI Studio tool to evaluate the Toradex Aquila AM69 SoM's performance for AI use cases without needing the hardware. Pratik also demonstrates a machine vision and defect detection use case to show the detection and classification of PCB defects.

Learn more about the new Toradex high-end SoM, the Aquila AM69: toradex.com/computer-on-modules/aquila-arm-family/ti-am69

» Aquila ARM Family: toradex.com/computer-on-modules/aquila-arm-family
» Toradex System on Modules: toradex.com/computer-on-modules
» Torizon: torizon.io
» Torizon OS: torizon.io/torizon-os

00:00:05 Welcome
00:00:56 Introduction to Speakers
00:03:15 Agenda
00:04:38 Barrier: Edge AI is new and intimidating
00:06:42 What is AI and deep learning?
00:09:06 Where do we use AI?
00:09:49 Why AI at the Edge?
00:13:57 Prototyping PCB Defect Detection Automation
00:15:09 TI Edge AI | Our Ecosystem Today
00:16:35 TIDL model import and compilation options
00:18:53 Model Composer and Model Analyzer
00:19:00 Introducing Edge AI Studio - AI tool hub
00:19:26 Deep learning and transfer learning
00:20:29 Build your own model with Edge AI Studio!
00:21:19 Model Composer - No code AI development
00:22:00 End-to-end ML/AI pipeline creation using Model Composer tool
00:28:44 Evaluating Models using Model Analyzer
00:29:36 Compiling a model using OSRT (Programmatic)
00:30:29 Debugging guidelines
00:31:17 Model selection tool
00:32:23 End results
00:33:14 Bringing product to production
00:35:21 Aquila AM69
00:38:04 Camera Ecosystem
00:40:36 Torizon
00:44:37 Q&A

#toradex #texasinstruments #am69
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Evaluate the real performance of your Edge AI use case without hardware!

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