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decile-team
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cords
Reduce end to end training time from days to hours (or hours to minutes), and energy requirements/costs by an order of magnitude using coresets and data selection.
https://cords.readthedocs.io/en/latest/
MIT License
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Can't install on MACOS
#93
victor-ribeiro
closed
9 months ago
1
Update README.md
#89
krishnatejakk
closed
1 year ago
0
Update README.md
#88
krishnatejakk
closed
1 year ago
0
Update train_sl.py
#87
krishnatejakk
closed
1 year ago
0
Possible bug calculating "trn_loss" and "tst_loss"
#85
wgcban
closed
1 year ago
1
No such file or directory: '/mnt/data/cifar100_clip-ViT-L-14_fl_0.1_global_order.pkl'
#84
wgcban
closed
1 year ago
1
Could GLISTER to be applied to Multi-GPU and imagenet?
#83
youdutaidi
opened
1 year ago
0
Models and Examples for Tabular Data
#82
simonamaggio
opened
1 year ago
1
Inquiry about performance of gradmatch
#81
pipilurj
closed
1 year ago
1
[Bug] Got weight with same value when running examples.
#80
HaoKang-Timmy
closed
1 year ago
3
Implement faster version of OMP
#79
krishnatejakk
opened
2 years ago
0
Gradmatch Data subset selection method making training slow
#78
animesh-007
opened
2 years ago
9
Update dssdataloader.py
#77
krishnatejakk
closed
2 years ago
0
Bug Fix in Non Adaptive CRAIG DataLoader
#76
krishnatejakk
closed
2 years ago
0
Add __init__.py to cords/utils/data/dataloader
#75
dduan97
closed
2 years ago
0
Selcon sahasra
#74
sahasrarjn
closed
2 years ago
0
Selcon sahasra
#73
sahasrarjn
closed
2 years ago
0
Segmentation fault (core dumped)
#72
chengwuxinlin
closed
2 years ago
2
Detectron2 usage
#71
INF800
opened
2 years ago
0
Replace apricot with submodlib
#70
ghost
closed
1 year ago
1
Integrate FFCV dataloaders into CORDS for better efficiencies
#69
krishnatejakk
opened
2 years ago
0
Implement CRUST Algorithm
#68
krishnatejakk
opened
2 years ago
0
Update Documentation
#67
krishnatejakk
opened
2 years ago
0
Refactor/data loader
#66
krishnatejakk
closed
2 years ago
0
Setup a PyPI github action
#42
krishnatejakk
opened
2 years ago
0
Typo in cords_cifar10_glister_train.ipynb
#41
eendee
closed
2 years ago
1
Refactor/data loader
#40
krishnatejakk
closed
2 years ago
0
Noisy Label experiments
#39
krishnatejakk
opened
2 years ago
0
Synthetic data experiments and tutorials
#38
krishnatejakk
opened
2 years ago
0
TSNE visualization of subsets
#37
krishnatejakk
opened
2 years ago
0
Refactor/data loader
#36
krishnatejakk
closed
2 years ago
0
Evaluation on ImageNet
#35
Hayoung93
closed
2 years ago
1
Refactor the folders in the repo
#34
rishabhk108
closed
2 years ago
0
For GRAD_MATCH method, the weights associated with each data point in X(subset of training set)
#33
lishaguo
closed
2 years ago
1
Logistic Regression support for Gradmatch
#32
nlokeshiisc
closed
2 years ago
4
Questions about accuracy logging
#31
Janghyun1230
closed
3 years ago
1
Dual CI flow merge to main
#30
pizhn
closed
3 years ago
0
test CI and dual tests
#29
pizhn
closed
3 years ago
0
Unit tests for existing code
#28
pizhn
opened
3 years ago
0
Setup a CI testing flow and integration test cases
#27
pizhn
opened
3 years ago
1
Outdated based on the current GitHub repo code.
#26
rishabhk108
opened
3 years ago
2
Integrate with Pytorch lightning
#25
krishnatejakk
opened
3 years ago
0
Get some detailed tutorials on Auto ML
#24
krishnatejakk
opened
3 years ago
1
Get a detailed benchmarks comparing different existing hyperparameter tuning libraries
#23
krishnatejakk
opened
3 years ago
1
Refactor hyperparameter tuning code for easier integration with different settings like supervised learning, semi-supervised learning and NAS
#22
krishnatejakk
opened
3 years ago
0
Add more tutorials for different domains (e.g. vision, NLP, standard ML, etc.)
#21
rishabhk108
opened
3 years ago
0
Add robust k-center algorithm (https://arxiv.org/abs/1708.00489) as a DSS strategy
#20
rishabhk108
opened
3 years ago
0
Add a NAS use case in cords
#19
rishabhk108
opened
3 years ago
0
Integrate SSL into cords and specifically retrieve
#18
rishabhk108
closed
2 years ago
1
Refactor of the Dataloader so we have a DSSDataloader in pytorch which internally does all the data subset selection
#17
rishabhk108
closed
2 years ago
0
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