Enhancing Cognitive Model Performance with Optimum Intel and OpenVINO: Planning for Reliability and Failures
Introduction to Model Acceleration in Cognitive Systems Artificial intelligence models, especially those related to human cognition and behavior, often require significant computing power. Accelerating these models can improve responsiveness and user experience. Optimum Intel, combined with OpenVINO, offers tools to optimize and speed up model performance on Intel hardware. However, increasing speed must come with careful planning for failures and exceptions to ensure stable and trustworthy applications. Understanding Optimum Intel and OpenVINO Optimum Intel is a software toolkit designed to enhance AI models' efficiency on Intel processors. OpenVINO (Open Visual Inference and Neural Network Optimization) is an open-source toolkit that facilitates deep learning model optimization and deployment. Together, they allow developers to convert, optimize, and run models faster while reducing computational resource use. Importance of Error Handling in Accelerated Models When mod...