DemonRangerOptimizer Alternatives
Similar projects and alternatives to DemonRangerOptimizer based on common topics and language
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AdasOptimizer
ADAS is short for Adaptive Step Size, it's an optimizer that unlike other optimizers that just normalize the derivative, it fine-tunes the step size, truly making step size scheduling obsolete, achieving state-of-the-art training performance
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Gradient-Centralization-TensorFlow
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DemonRangerOptimizer reviews and mentions
Posts with mentions or reviews of DemonRangerOptimizer.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-01-15.
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[R] AdasOptimizer Update: Cifar-100+MobileNetV2 Adas generalizes with Adas 15% better and 9x faster than Adam
The results are interesting, but in terms of novelty of the main theory - isn't it almost identical to Baydin et al.? https://arxiv.org/pdf/1703.04782.pdf It seems the difference may be in some implementation details, like using a running average for the past gradient. If it's useful, I implemented a bunch of optimizers with options to synergize different techniques (https://github.com/JRC1995/DemonRangerOptimizer) including hypergradient updates for stuffs (and taking into account decorrelated weight decay and per-parameter lrs for hypergradient lr) when I was bored before practically abandoning it all together. I didn't really run any experiments with it though, but some people tried although they may not have got any particularly striking results.
Stats
Basic DemonRangerOptimizer repo stats
1
23
0.0
over 3 years ago
The primary programming language of DemonRangerOptimizer is Python.
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