Building Edge AI Models for PSOC™ Edge using DEEPCRAFT™ Studio

TOPICS COVERED
  • Edge AI Model Development
  • Data Collection and ML-Assisted Labeling
  • Model Preprocessing, Training, and Optimization
  • Computer Vision and Sensor-Based Machine Learning
  • Real-Time Model Evaluation
  • AI Model Deployment on Microcontrollers

Asset Summary:

Edge AI design often comes down to making the model practical for the target hardware. Avnet’s new edge AI resources bring together solution papers, market insights, and supplier partner content to help design engineers connect model development, optimization and deployment decisions to real system constraints.

One featured resource is Infineon’s white paper, Building Edge AI Models for PSOC™ Edge using DEEPCRAFT™ Studio. The paper outlines how engineers can create, optimize, and deploy edge AI models using Infineon’s PSOC™ Edge microcontrollers and DEEPCRAFT™ Studio development environment.

In the white paper, engineers will find:
  • Entry points for edge AI model creation, including preconfigured accelerators and bring-your-own-model workflows
  • Guidance on data collection, labeling and augmentation
  • Model building steps for preprocessing, training and computer vision use cases
  • Evaluation methods using DEEPCRAFT™ Studio and Graph UX
  • Deployment guidance for PSOC™ Edge using generated code and ModusToolbox™
  • Considerations for balancing accuracy, latency, memory and power efficiency
For teams working through model optimization and memory fit, this paper helps show how software workflow and MCU architecture come together for deployable edge AI.

Thank You For Your Interest

    No
    By checking this box, I consent to Avnet collecting and using my personal information in accordance with Avnet’s Privacy Policy and Infineon's Privacy Policy. I understand that my information may be shared with Avnet and Infineon affiliates worldwide, transferred outside my country of residence for processing, and disclosed to media partners, vendors, distributors, and other service providers. Avnet and Infineon may also use this information for marketing purposes, including contacting me about their products and services.

    By clicking ‘Submit’ you agree to our Terms of Use. We take your privacy seriously. For more information please read our Privacy Policy. By registering with All About Circuits you will automatically receive our weekly Product Update and Technology Insider eNewsletters.