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Research collectiveAcademia–government2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024Publication dateFigure 1.3.152322 FLOP stands for“floating-point operation.”A floating-point operation is a single arithmetic operation involving floating-point numbers,such as addition,subtraction,multiplication,or division.The number of FLOP a processor or computer can perform per second is an indicator of its computational power.The higher the FLOP rate,the more powerful the computer.The number of floating-point operations used to train an AI model reflects its requirement for computational resources during development.23 Estimating training compute is an important aspect of AI model analysis,yet it often requires indirect measurement.When direct reporting is unavailable,Epoch estimates compute by using hardware specifications and usage patterns or by counting arithmetic operations based on model architecture and training data.In cases where neither approach is feasible,benchmark performance can serve as a proxy to infer training compute by comparing models with known compute values.Full details of Epoch’s methodology can be found in the documentation section of theirwebsite.Table of ContentsChapter 1 Preview561.3 Notable AI Models Chapter 1:Research and DevelopmentFigure 1.3.16 highlights the training compute of notable machine learning models since 2012.For example,AlexNet,one of the models that popularized the now standard practice of using GPUs to improve AI models,required an estimated 470 petaFLOP for training.24 The original Transformer,released in 2017,required around 7,400 petaFLOP.OpenAI’s GPT-4o,one of the current state-of-the-art foundationTraining compute of notable AI models by domain,2012–24Source:Epoch AI,2025|Chart:2025 AI Index reportLanguage Vision Multimodal100B10B
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今天Litong Cao同学收到了bard的EDM,内容如下：疑问来了：这个有啥规律么感觉就是不要说的太口语化那比如说我让他画个logo，不能直接说给我画个网站logo那应该怎么说？感觉上面的英文翻译成中文不是一样么？本信同学给出了一个解答：Bard建议使用“给AI下具体设计任务”的方式,而不是简单地“要求AI直接输出内容”。这可以让AI更好地发挥创造力,同时也便于人类对最终输出进行检查和修改。通过比对可以看出,Bard推荐的优化prompt采用了更明确的任务驱动方式,有助于AI生成更好的内容。这是一个提高prompt质量的很好建议。尝试了一下https://g.co/bard/share/aa17479887c2i want to design a logo for my AI websideHere are some tips on how to design a logo for your AI website:Keep it simple and memorable.Your logo should be easy to remember and identify,even when it is small or used in different contexts.Use relevant symbols or icons.Symbols or icons can help to communicate the meaning of your brand and make your logo more visually appealing.Choose colors that are associated with technology and trust.Colors like blue,green,and white are often associated with technology and trust,which can be helpful for an AI website.Use a consistent font.The font you choose should be consistent with the overall branding of your website.Get feedback from others.Once you have designed a few logos,get feedback from others to see which one they prefer.Here are some examples of AI logos that follow these tips: