decile-team

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9 repositories

submodlib
Public
Summarize Massive Datasets using Submodular Optimization
greedy-algorithms combinatorial-optimization submodular-optimization data-summarization submodular-functions submodular submodular-information-measures optimizers
Jupyter Notebook
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MIT License
•35•87•11•2•Updated Sep 12, 2024Sep 12, 2024
spear
Public
SPEAR: Programmatically label and build training data quickly.
weak-supervision semi-supervised-learning data-programming data-efficient-learning labeling-functions machine-learning deep-learning unsupervised-learning
Jupyter Notebook
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MIT License
•20•103•0•1•Updated Jun 27, 2024Jun 27, 2024
trust
Public
Efficiently search and mine for specific (targeted) classes/slices in your dataset to improve model performance and personalize your models.
Python
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MIT License
•10•17•1•1•Updated Nov 17, 2023Nov 17, 2023
cords
Public
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.
compute-efficient-ml speedups-training machine-learning energy deep-learning energy-requirements
Jupyter Notebook
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MIT License
•54•323•27•0•Updated May 24, 2023May 24, 2023
distil
Public
DISTIL: Deep dIverSified inTeractIve Learning. An active/inter-active learning library built on py-torch for reducing labeling costs.
active-learning deep-learning reducing-labeling-costs
Jupyter Notebook
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MIT License
•25•142•9•0•Updated Feb 5, 2023Feb 5, 2023
decile-team.github.io
Public
https://decile.org/workshop/
HTML
•5•3•0•1•Updated Nov 8, 2022Nov 8, 2022
decile-workshop
Public
0•0•0•0•Updated Apr 10, 2022Apr 10, 2022
jensen
Public
A C++ toolkit for Convex Optimization (Logistic Loss, SVM, SVR, Least Squares etc.), Convex Optimization algorithms (LBFGS, TRON, SGD, AdsGrad, CG, Nesterov etc.) and Classifiers/Regressors (Logistic Regression, SVMs, Least Squares Regression etc.)
machine-learning machine-learning-algorithms sgd logistic-regression gradient-descent support-vector-machines convex-optimization lbfgs-algorithm tron regularization
C++
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Other
•21•50•0•0•Updated Feb 26, 2022Feb 26, 2022
datasets
Public
Datasets
Scilab
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MIT License
•1•1•0•0•Updated Mar 24, 2021Mar 24, 2021