AI Model Efficiency Toolkit (AIMET Spatial) SVD скачать в хорошем качестве

AI Model Efficiency Toolkit (AIMET Spatial) SVD

Join our experts from Qualcomm AI Research in this tutorial on using the Spatial SVD model compression feature within the AI Model Efficiency Toolkit (AIMET). This session is helpful for developers and researchers looking to reduce the computational load and memory usage of their machine learning models without compromising on performance. In this video, you will explore: Spatial SVD Tensor Decomposition Technique - Gain an in-depth understanding of how this technique works to compress convolutional layers by decomposing them into two smaller layers, effectively reducing model size and complexity. Automatic Compression Ratio Selection - Learn about the innovative approach to determining optimal compression levels for each layer using a technique known as greedy compression ratio selection, which involves multiple evaluations to ensure efficiency. Greedy Compression Ratio Selection Technique - Dive deeper into the specifics of this method, including the step-by-step process of per-layer exploration and the application of a greedy search to finalize compression ratios. This tutorial is designed to equip you with the skills needed to implement advanced model compression strategies effectively. If you're looking to enhance your understanding of model efficiency tools and apply them in real-world scenarios, this video is a must-watch. Thank you for watching! Get started with AIMET today: https://www.qualcomm.com/developer/so... AIMET Github: https://github.com/quic/aimet Subscribe: More QDN videos: http://tinyurl.com/2p8xmcw6 Do you have technical questions? Join our developer community at Discord:   / discord   ABOUT Qualcomm Developer Network (QDN) is a comprehensive program designed to equip the next generation of mobile pioneers to develop what’s next. Our collection of software and hardware tools and resources is designed so you can build upon our foundational technologies in new and innovative ways, creating the power to build products, enrich lives and even transform entire industries. At Qualcomm Developer Network, we aim to help you kickstart your development by being the catalyst for your vision, today, tomorrow, and in the future. #qualcomm #ai