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Pytorch Optimizer ⭐ 2,882

torch-optimizer -- collection of optimizers for Pytorch

Pytorch Lr Finder ⭐ 857

A learning rate range test implementation in PyTorch

Stochastic Weight Averaging in PyTorch

Pytorch Gradual Warmup Lr ⭐ 511

Gradually-Warmup Learning Rate Scheduler for PyTorch

Pytorch_warmup ⭐ 337

Learning Rate Warmup in PyTorch

Yellowfin_pytorch ⭐ 293

auto-tuning momentum SGD optimizer

Post Tuto Deployment ⭐ 269

Build and deploy a machine learning app from scratch 🚀

Knowledge_representation_pytorch ⭐ 245

Several knowledge graph representation algorithms implemented with pytorch

Freezeout ⭐ 192

Accelerate Neural Net Training by Progressively Freezing Layers

Convnet Aig ⭐ 147

PyTorch implementation for Convolutional Networks with Adaptive Inference Graphs

Nsga Net ⭐ 114

NSGA-Net, a Neural Architecture Search Algorithm

Implementation of "Learning with Random Learning Rates" in PyTorch.

Radam Tensorflow ⭐ 95

Simple Tensorflow implementation of "On The Variance Of The Adaptive Learning Rate And Beyond"

Adaptive Inertia Adai ⭐ 94

The PyTorch Implementation of Adaptive Inertia Methods. The algorithms are based on our ICML2022 Oral paper: "Adaptive Inertia: Disentangling the Effects of Adaptive Learning Rate and Momentum".

Implements https://arxiv.org/abs/1711.05101 AdamW optimizer, cosine learning rate scheduler and "Cyclical Learning Rates for Training Neural Networks" https://arxiv.org/abs/1506.01186 for PyTorch framework

3dgan Pytorch ⭐ 86

Kgcn Pytorch ⭐ 84

KGCN pytorch model implementation

Distbelief ⭐ 79

Implementing Google's DistBelief paper

One_cycle_policy ⭐ 70

Pytorch notebook with One Cycle Policy implementation (https://arxiv.org/abs/1803.09820)

My implementation of RePr training scheme in PyTorch. https://arxiv.org/pdf/1811.07275.pdf

Siamese Pytorch ⭐ 67

Implementation of Siamese Networks for image one-shot learning by PyTorch, train and test model on dataset Omniglot

Pytorch Lars ⭐ 65

"Layer-wise Adaptive Rate Scaling" in PyTorch

Text Detection Fots.pytorch ⭐ 63

FOTS text detection branch reimplementation, hmean: 83.3%

Ghostnet.pytorch ⭐ 57

[CVPR2020] 73.6% GhostNet 1.0x pre-trained model on ImageNet

Char Rnn Text Generation ⭐ 54

Character Embeddings Recurrent Neural Network Text Generation Models

Option Critic Pytorch ⭐ 54

PyTorch implementation of the Option-Critic framework, Harb et al. 2016

Product Key Memory ⭐ 50

Standalone Product Key Memory module in Pytorch - for augmenting Transformer models

Neural Net Optimization ⭐ 49

PyTorch implementations of recent optimization algorithms for deep learning.

Character Level Cnn Pytorch ⭐ 47

Character-level CNN for text classification

Pytorch Cifar Sgdr ⭐ 43

SGDR with pytorch on CIFAR-10 (now superseded by official PyTorch CosineAnnealingLR)

Pytorch_tiramisu ⭐ 42

A regular Tiramisu network for PyTorch with a LOT of extra features!

Relation Networks Pytorch ⭐ 38

Relation Networks for CLEVR implemented in PyTorch

Learning Rate Dropout ⭐ 35

Pytorch implementation of Learning Rate Dropout.

Pytorch Lr Dropout ⭐ 35

"Learning Rate Dropout" in PyTorch

Pytorch implimentation of《2017CVPR-Representation Learning by Rotating Your Faces》

Ripplenet Pytorch ⭐ 34

A PyTorch implementation of RippleNet

Automatic and Simultaneous Adjustment of Learning Rate and Momentum for Stochastic Gradient Descent

Torch_swa_examples ⭐ 31

Cyclic Learning Schedulers Pytorch ⭐ 28

A PyTorch Implementation of popular cyclic learning rate schedules

Cyclical_lr_scheduler_with_decay_pytorch ⭐ 28

Cyclical_LR_Scheduler_With_Decay_Pytorch

Pytorch Distributeddataparallel Training Tricks ⭐ 26

A guide that integrates Pytorch DistributedDataParallel, Apex, warmup, learning rate scheduler, also mentions the set-up of early-stopping and random seed.

Pytorch Sm3 ⭐ 25

Implements the SM3-II adaptive optimization algorithm for PyTorch.

Onecyclelr ⭐ 25

One cycle policy learning rate scheduler in PyTorch

Cycliclr_scheduler_pytorch ⭐ 21

A PyTorch implementation of Cyclical Learning Rates

Pointnet ⭐ 20

PyTorch Implementation of PointNet

Truncated Loss ⭐ 15

PyTorch implementation of the paper "Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels" in NIPS 2018

Implementation for Aspect-Aware Latent Factor Model: Rating Prediction with Ratings and Reviews.

Pytorch Handwritingctc ⭐ 13

CTC handwriting transcription model written in pytorch

Generative Models Collection ⭐ 12

PyTorch implemented generative models for CelebA dataset: DCGAN, LSGAN, WGAN, WGANGP, InfoGAN, BEGAN, VAE, VAEGAN

Check_cosine_annealing_lr ⭐ 10

Used torch.optim.lr_scheduler.CosineAnnealingLR()

Pytorch Polynomial Lr Decay ⭐ 10

Polynomial Learning Rate Decay Scheduler for PyTorch

AdaShift optimizer implementation in PyTorch

Capsule Networks Pytorch ⭐ 9

Reproduction of the model from the paper “Dynamic Routing Between Capsules”.

Cyclic Cosine Decay ⭐ 9

Pytorch cyclic cosine decay learning rate scheduler

CProp: Adaptive Learning Rate Scaling from Past Gradient Conformity

PyTorch implementation of L2R2 in SIGIR 2020

Mbt Optimizer ⭐ 6

Using backtracking line search as learning rate finder for Neural Nets. Pytorch repo.

Pytorch Clr ⭐ 6

Port of Cyclic Learning Rates to PyTorch

Interesting Rates ⭐ 6

Economic models and things in Pytorch

Fastai.pytorch.from.scratch ⭐ 6

I am implementing from scratch the tools, techniques and best practices I learnt from fast.ai's 2017 offering.

Densenet_cifar10 ⭐ 6

Meta-learning learning rates with higher

Quickdrawclassifier ⭐ 5

Classifying images from Google Quick Draw

Soccer Ppo ⭐ 5

Udacity Deep Reinforcement Learning Nanodegree Program

Lr Momentum Scheduler ⭐ 5

Pytorch implementation of arbitrary learning rate and momentum schedules, including the One Cycle Policy

Pytorch Lr Explorer ⭐ 5

A Jupyter notebook exploring sophisticated learning rate strategies for training deep neural networks

Deep Learning-based Laser Speckle Reduction

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