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[D] State of the art optimizers

I wasn’t sure if there is a consensus on this. Of course, there is widespread use of SGD with momentum, Adam, RMSProp, Adagrad, Adadelta, and probably others — but is there an optimizer that is considered SOTA for DNNs “most of the time”? Or is it basically accepted that there is a collection of “good” optimizers whose efficacy varies depending on the task and architecture?

submitted by /u/doctorjuice
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.