A benchmark of data-centric tasks from across the machine learning lifecycle.
☆72Jun 8, 2022Updated 4 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:
- ☆143Oct 30, 2023Updated 3 years ago
- Resources for Data Centric AI☆1,149Dec 13, 2023Updated 2 years ago
- A simple and efficient baseline for data attribution☆11Nov 10, 2023Updated 2 years ago
- ModelDiff: A Framework for Comparing Learning Algorithms☆59Aug 15, 2023Updated 3 years ago
- A Benchmark for Joint Data Cleaning and Machine Learning☆50Jun 18, 2024Updated 2 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ActSort is an active learning accelerated cell sorter tool for calcium imaging.☆27Apr 27, 2026Updated 6 months ago
- Data for "Datamodels: Predicting Predictions with Training Data"☆97May 25, 2023Updated 3 years ago
- [ICML 2025] Adaptive Self-improvement LLM Agentic System for ML Library Development☆17Jan 6, 2026Updated 9 months ago
- Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace (ICLR 2024)☆10Jan 26, 2024Updated 2 years ago
- ☆32May 24, 2023Updated 3 years ago
- ☆11Aug 3, 2025Updated last year
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆45Nov 10, 2022Updated 3 years ago
- End-User Audits: A System Empowering Communities to Lead Large-Scale Investigations of Harmful Algorithmic Behavior☆14Jun 20, 2024Updated 2 years ago
- ☆37Jun 10, 2021Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [NeurIPS-2023] The PyTorch Implementation of MoSo. The algorithms are based on our paper: "Data Pruning via Moving-one-Sample-out". MoSo …☆11May 21, 2026Updated 5 months ago
- Combating hidden stratification with GEORGE☆63May 18, 2021Updated 5 years ago
- Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)☆22Oct 19, 2023Updated 3 years ago
- Research and experimental code related to Opacus, an open-source library for training PyTorch models with Differential Privacy☆18Oct 9, 2024Updated 2 years ago
- ☆13Oct 2, 2023Updated 3 years ago
- Distilling Model Failures as Directions in Latent Space☆49Feb 8, 2023Updated 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…☆112Mar 24, 2024Updated 2 years ago
- Alpha version of our data-centric visual benchmark for training data selection☆16Aug 28, 2023Updated 3 years ago
- Input Similarity from the Neural Network Perspective☆26Oct 28, 2020Updated 6 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆104Feb 4, 2025Updated last year
- Implementation of TSDS: Data Selection for Task-Specific Model Finetuning. An optimal-transport framework for selecting domain-specific a…☆19Dec 25, 2024Updated last year
- 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
- Using YouTube to prepare a speech recognition dataset for any language☆10Mar 30, 2021Updated 5 years ago
- Pytorch implementation of the DWP with application to MRI segmentation☆10Jul 15, 2020Updated 6 years ago
- Understanding Rare Spurious Correlations in Neural Network☆12Jun 5, 2022Updated 4 years ago
- An Interactive Tool for Scalable and Reproducible Error Analysis.☆109Jul 22, 2021Updated 5 years ago
- ☆94Jul 3, 2022Updated 4 years ago
- ☆20Dec 29, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Some microbenchmarks and design docs before commencement☆11Feb 1, 2021Updated 5 years ago
- The Concept Bottleneck Shift Detection (CBSD) methods for explaining and detecting various dataset shifts.☆14Jun 22, 2021Updated 5 years ago
- Cleanlab Vizzy: illustrating the core ideas behind the Cleanlab algorithm☆16Apr 19, 2023Updated 3 years ago
- Aioli: A unified optimization framework for language model data mixing☆34Jan 17, 2025Updated last year
- utility to search for CMIP data at LLNL☆11Oct 20, 2026Updated 2 weeks ago
- Android repository for the patmore android app☆11Oct 19, 2022Updated 4 years ago
- Argonne Leadership Computing Facility OpenCL tutorial☆10Aug 22, 2025Updated last year