AI模型基于信息的软件优化

AI Hardware & Systems@aiandsystemsInformation-BasedSoftware Optimization of AI ModelsGerald Friedland, Principal Scientist AWS | Adjunct Faculty, UC BerkeleyDisclaimer: The views and opinions expressed in this presentation are my own and do not necessarily reflect the official policy or position of Amazon or its affiliates.https://www.linkedin.com/in/geraldfriedland/AI Hardware & Systems@aiandsystemsBook on this Topic~ 200 downloads per day (e-book)Spanish version soon.Jupyter Notebooks with algorithms as code:https://github.com/NeilP211/JuypterNotebooksAI Hardware & Systems@aiandsystems▪How much hardware (money, cpu time, memory, IO) do I need to budget for my AI model? ▪State of the Art: No answer.For example, ImageNet models vary significantly: ▪AlexNet: 238MB model, 2.27Bn Ops▪DarkNet: 28MB model, 0.96Bn Ops▪VGG-16: 528 MB, 30.94Bn OpsSource: https://pjreddie.com/darknet/imagenet/Simple QuestionAI Hardware & Systems@aiandsystemsThe Scientific MethodData Science: The Science of Auto