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但深入历史的细节，车轮从不会简单滚向终点。陈院士的这份初衷在今天变为现实，中间离不开一代代人的推动，其中来自市场的手，起到了不可忽视的作用。
。业内人士推荐下载向日葵远程控制 · Windows · macOS · Linux · Android · iOS作为进阶阅读
Don’t play the game. Finally, I’d like to challenge you to think of a PhD as more than just a sequence of papers. You’re not a paper writer. You’re a member of a research community and your goal is to push the field forward. Papers are one common way of doing that but I would encourage you to look beyond the established academic game. Think for yourself and from first principles. Do things others don’t do but should. Step off the treadmill that has been put before you. I tried to do some of this myself throughout my PhD. This blog is an example - it allows me communicate things that wouldn’t ordinarily go into papers. The ImageNet human reference experiments are an example - I felt strongly that it was important for the field to know the ballpark human accuracy on ILSVRC so I took a few weeks off and evaluated it. The academic search tools (e.g. arxiv-sanity) are an example - I felt continuously frustrated by the inefficiency of finding papers in the literature and I released and maintain the site in hopes that it can be useful to others. Teaching CS231n twice is an example - I put much more effort into it than is rationally advisable for a PhD student who should be doing research, but I felt that the field was held back if people couldn’t efficiently learn about the topic and enter. A lot of my PhD endeavors have likely come at a cost in standard academic metrics (e.g. h-index, or number of publications in top venues) but I did them anyway, I would do it the same way again, and here I am encouraging others to as well. To add a pitch of salt and wash down the ideology a bit, based on several past discussions with my friends and colleagues I know that this view is contentious and that many would disagree.
大量的AI手机尽管已经占据了智能手机市场，可它们更多是“新瓶装旧酒”，只是把手机上原来已有的AI功能进行了加强，没有带来创新性的体验，甚至绝大多数用户并没有感知到所谓AI手机的智能。，详情可参考谷歌
GPU时代落幕？硅谷巨头集体「叛逃」，英伟达1500亿疯狂自救，更多细节参见游戏中心
2. Going horizontal too early #