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一个新的分子式推算生成工具,FastFlows。从名字也可以看出来基本上就是用了 NF,从功能的角度来说和 VAE,GAN 什么的区别并不大,不过NF 的目标换成了去寻找一个和数据集后验分布一样的分布,也可以计算似然,用双射映射的一系列操作把原始分布弄成新的分布,经典案例就是对高斯分布作各种花里胡哨的转换。我个人对 NF 没有太多特别的感觉,这个框架感觉也只是用了 NF 做一个实验,没看出来有什么量化效果比 VAE 或者 GAN更好。
不过这个 repo 挺牛逼的,都是化学,生物,和材料领域一些深度学习的应用,tutorial 挺全的。 https://github.com/deepchem/deepchem/



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一个新的分子式推算生成工具,FastFlows。从名字也可以看出来基本上就是用了 NF,从功能的角度来说和 VAE,GAN 什么的区别并不大,不过NF 的目标换成了去寻找一个和数据集后验分布一样的分布,也可以计算似然,用双射映射的一系列操作把原始分布弄成新的分布,经典案例就是对高斯分布作各种花里胡哨的转换。我个人对 NF 没有太多特别的感觉,这个框架感觉也只是用了 NF 做一个实验,没看出来有什么量化效果比 VAE 或者 GAN更好。
不过这个 repo 挺牛逼的,都是化学,生物,和材料领域一些深度学习的应用,tutorial 挺全的。 https://github.com/deepchem/deepchem/

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The messaging service and social-media platform owes creditors roughly $700 million by the end of April, according to people briefed on the company’s plans and loan documents viewed by The Wall Street Journal. At the same time, Telegram Group Inc. must cover rising equipment and bandwidth expenses because of its rapid growth, despite going years without attempting to generate revenue.

A project of our size needs at least a few hundred million dollars per year to keep going,” Mr. Durov wrote in his public channel on Telegram late last year. “While doing that, we will remain independent and stay true to our values, redefining how a tech company should operate.

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