decile-team / cordsLinks
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.
☆332Updated 2 years ago
Alternatives and similar repositories for cords
Users that are interested in cords are comparing it to the libraries listed below
Sorting:
- DISTIL: Deep dIverSified inTeractIve Learning. An active/inter-active learning library built on py-torch for reducing labeling costs.☆152Updated 2 years ago
- Awesome coreset/core-set/subset/sample selection works.☆175Updated 11 months ago
- Implementation of Estimating Training Data Influence by Tracing Gradient Descent (NeurIPS 2020)☆231Updated 3 years ago
- ☆470Updated last month
- An implementation of the BADGE batch active learning algorithm.☆207Updated last year
- Code for coreset selection methods☆236Updated 2 years ago
- A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.☆569Updated last year
- ☆208Updated 2 years ago
- Drift Detection for your PyTorch Models☆317Updated 2 years ago
- Code for the paper "Calibrating Deep Neural Networks using Focal Loss"☆161Updated last year
- 👽 Out-of-Distribution Detection with PyTorch☆295Updated last week
- A benchmark of data-centric tasks from across the machine learning lifecycle.☆72Updated 3 years ago
- The net:cal calibration framework is a Python 3 library for measuring and mitigating miscalibration of uncertainty estimates, e.g., by a …☆364Updated 10 months ago
- An active learning library for Pytorch based on Lightning-Fabric.☆79Updated last year
- Train ImageNet *fast* in 500 lines of code with FFCV☆143Updated last year
- Data-efficient Training of Machine Learning Models☆63Updated 4 years ago
- Cockpit: A Practical Debugging Tool for Training Deep Neural Networks☆480Updated 2 years ago
- Framework code with wandb, checkpointing, logging, configs, experimental protocols. Useful for fine-tuning models or training from scratc…☆150Updated 2 years ago
- 🛠️ Corrected Test Sets for ImageNet, MNIST, CIFAR, Caltech-256, QuickDraw, IMDB, Amazon Reviews, 20News, and AudioSet☆185Updated 2 years ago
- ☆157Updated 3 years ago
- Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.119…☆105Updated last year
- ☆413Updated 3 years ago
- Awesome Active Learning Paper List☆141Updated last year
- Compare neural networks by their feature similarity☆363Updated 2 years ago
- Summarize Massive Datasets using Submodular Optimization☆101Updated last month
- Optimal Transport Dataset Distance☆166Updated 3 years ago
- [NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark☆224Updated last year
- A clean and simple data loading library for Continual Learning☆432Updated last year
- An alternative to convolution in neural networks☆255Updated last year
- A library to inspect and extract intermediate layers of PyTorch models.☆473Updated 3 years ago