ML-Optimizers-JAX
AdasOptimizer
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ML-Optimizers-JAX | AdasOptimizer | |
---|---|---|
1 | 2 | |
40 | 85 | |
- | - | |
4.5 | 5.8 | |
almost 3 years ago | about 3 years ago | |
Python | C++ | |
- | MIT License |
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ML-Optimizers-JAX
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ML Optimizers from scratch using JAX
Github link (includes a link to a Kaggle notebook to run it directly) - shreyansh26/ML-Optimizers-JAX
AdasOptimizer
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[R] AdasOptimizer Update: Cifar-100+MobileNetV2 Adas generalizes with Adas 15% better and 9x faster than Adam
I think too, I was comfortable with posting this because it was the same code for each optimizer. https://github.com/YanaiEliyahu/AdasOptimizer/blob/master/misc/cifar-100-mobilenetv2/model_with_training.py.txt if you care to find what I did wrong, go for it.
- Optimizer obsoletes step-size scheduling, 100% on MNIST's training set 11 epochs
What are some alternatives?
RAdam - On the Variance of the Adaptive Learning Rate and Beyond
DemonRangerOptimizer - Quasi Hyperbolic Rectified DEMON Adam/Amsgrad with AdaMod, Gradient Centralization, Lookahead, iterative averaging and decorrelated Weight Decay
imagenette - A smaller subset of 10 easily classified classes from Imagenet, and a little more French
dm-haiku - JAX-based neural network library
pytorch-optimizer - torch-optimizer -- collection of optimizers for Pytorch
trax - Trax — Deep Learning with Clear Code and Speed
tensorflow - An Open Source Machine Learning Framework for Everyone
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
flaxOptimizers - A collection of optimizers, some arcane others well known, for Flax.
Caffe - Caffe: a fast open framework for deep learning.