A benchmark of data-centric tasks from across the machine learning lifecycle.
☆70Jun 8, 2022Updated 3 years ago
Alternatives and similar repositories for dcbench
Users that are interested in dcbench are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Model Patching: Closing the Subgroup Performance Gap with Data Augmentation☆42Nov 17, 2020Updated 5 years ago
- Resources for Data Centric AI☆1,136Dec 13, 2023Updated 2 years ago
- Example workflow for our data-centric speech benchmark☆17Jul 6, 2023Updated 2 years ago
- ☆141Oct 30, 2023Updated 2 years ago
- Code for the CVPR 2021 paper: Understanding Failures of Deep Networks via Robust Feature Extraction☆36May 29, 2022Updated 3 years ago
- Code for "Adaptive Self-improvement LLM Agentic System for ML Library Development" (ICML 2025)☆15Jan 6, 2026Updated 2 months ago
- ActSort is an active learning accelerated cell sorter tool for calcium imaging.☆26Updated this week
- ModelDiff: A Framework for Comparing Learning Algorithms☆58Aug 15, 2023Updated 2 years ago
- ML models often mispredict, and it is hard to tell when and why. We present a data mining based approach to discover whether there is a c…☆17Jun 6, 2022Updated 3 years ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆43Nov 10, 2022Updated 3 years ago
- Empowering LLM Agents for Real-World Computer System Optimization☆17Sep 10, 2025Updated 6 months ago
- Research and experimental code related to Opacus, an open-source library for training PyTorch models with Differential Privacy☆18Oct 9, 2024Updated last year
- Robustness Gym is an evaluation toolkit for machine learning.☆445Jun 28, 2022Updated 3 years ago
- Picket is a system that safeguards against data corruptions during both training and deployment of machine learning models over tabular d…☆14Nov 24, 2020Updated 5 years ago
- ☆10Oct 20, 2023Updated 2 years ago
- A Benchmark for Joint Data Cleaning and Machine Learning☆50Jun 18, 2024Updated last year
- Benchmarks for AutoAlbument - AutoML for Image Augmentation☆10Nov 5, 2023Updated 2 years ago
- Implementation of TSDS: Data Selection for Task-Specific Model Finetuning. An optimal-transport framework for selecting domain-specific a…☆18Dec 25, 2024Updated last year
- ☆12Oct 2, 2023Updated 2 years ago
- [NeurIPS'22] Official Repository for Characterizing Datapoints via Second-Split Forgetting☆16Aug 11, 2023Updated 2 years ago
- Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)☆22Oct 19, 2023Updated 2 years ago
- ☆38Jan 15, 2021Updated 5 years ago
- Data for "Datamodels: Predicting Predictions with Training Data"☆97May 25, 2023Updated 2 years ago
- Inference on non-linear dynamical systems written in JAX☆11Aug 20, 2020Updated 5 years ago
- Public code for LOA☆19Oct 5, 2022Updated 3 years ago
- automatic data slicing☆35Aug 31, 2021Updated 4 years ago
- Official PyTorch implementation of "Neural Relation Graph: A Unified Framework for Identifying Label Noise and Outlier Data" (NeurIPS'23)☆15Dec 4, 2023Updated 2 years ago
- Explore and understand your training and validation data.☆851Dec 24, 2024Updated last year
- Using YouTube to prepare a speech recognition dataset for any language☆10Mar 30, 2021Updated 4 years ago
- DEPRECATED--all functionality moved to nbdev☆15Aug 3, 2022Updated 3 years ago
- Understanding Rare Spurious Correlations in Neural Network☆12Jun 5, 2022Updated 3 years ago
- AutoML for image augmentation. AutoAlbument uses the Faster AutoAugment algorithm to find optimal augmentation policies. Documentation - …☆207Sep 4, 2021Updated 4 years ago
- Some microbenchmarks and design docs before commencement☆11Feb 1, 2021Updated 5 years ago
- Cleanlab Vizzy: illustrating the core ideas behind the Cleanlab algorithm☆16Apr 19, 2023Updated 2 years ago
- Implementation of CDR - Interactive Visual Cluster Analysis by Contrastive Dimensionality Reduction☆21Apr 20, 2023Updated 2 years ago
- Prototype implementation of napari-integrated CNN training viewer☆14Dec 27, 2024Updated last year
- ☆35Sep 23, 2022Updated 3 years ago
- Implementation of the spotlight: a method for discovering systematic errors in deep learning models☆11Oct 5, 2021Updated 4 years ago
- Distributionally robust neural networks for group shifts☆294Jan 3, 2023Updated 3 years ago