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Adaptive Solvers: AdaDelta, RMSprop, and ADAM #2860
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There are open PRs for adaptive solvers that need review, revision, and merge:
- RMSprop RMSprop implementation based on G. Hinton Lecture 6 #1890: finished and ready for review in RMSprop clean up and rebase #2867
- AdaDelta AdaDelta Solver (v3) #2782: need to be aligned with the new solver interface Deduplicate solver regularization, logging, and local rates and decays #2518 Decouple the computational batch size and minibatch size by accumulating gradients #1977
- ADAM Adam solver #2856: finished and ready for review in Adam solver #2918
As a last step AdaGrad, AdaDelta, and RMSprop could likely be improved by refactoring out shared code into an AdaptiveSGDSolver
@ronghanghu these could be good warm-up projects for development.
@longjon @jeffdonahue thoughts on posting tracking issues of this kind? Does this help navigate or is it noise?
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