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Some thing interesting about data-centric-ai
Some thing interesting about data-centric-ai
data-centric-ai,pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
Organization: aai-institute
Home Page: https://pydvl.org
data-centric-ai,A Data Centric NER annotation tool for your Named Entity Recognition projects
Organization: astutic
Home Page: https://acharya.astutic.com
data-centric-ai,AQuA: A Benchmarking Tool for Label Quality Assessment
Organization: autonlab
data-centric-ai,A curated list of awesome open source tools and commercial products to catalog, version, and manage data π
Organization: awesome-mlops
data-centric-ai,The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
Organization: cleanlab
Home Page: https://cleanlab.ai
data-centric-ai,Client interface for all things Cleanlab Studio
Organization: cleanlab
Home Page: https://help.cleanlab.ai/
data-centric-ai,Automatically find issues in image datasets and practice data-centric computer vision.
Organization: cleanlab
Home Page: https://cleanvision.readthedocs.io/
data-centric-ai,The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
Organization: code-kern-ai
Home Page: https://www.kern.ai
data-centric-ai,Official Python SDK for Kern AI refinery.
Organization: code-kern-ai
Home Page: https://www.kern.ai
data-centric-ai,A curated, but incomplete, list of data-centric AI resources.
User: daochenzha
data-centric-ai,Find illustrations in historic book using computer vision
User: davanstrien
data-centric-ai,Introduction to Data-Centric AI, MIT IAP 2023 π€
Organization: dcai-course
Home Page: https://dcai.csail.mit.edu
data-centric-ai,Lab assignments for Introduction to Data-Centric AI, MIT IAP 2024 π©π½βπ»
Organization: dcai-course
Home Page: https://dcai.csail.mit.edu/
data-centric-ai,π§Όπ A holistic self-supervised data cleaning strategy to detect irrelevant samples, near duplicates and label errors.
Organization: digital-dermatology
Home Page: https://arxiv.org/abs/2305.17048
data-centric-ai,π§Όπ SelfClean revised versions of benchmark datasets for more reliable performance estimation.
Organization: digital-dermatology
data-centric-ai,A Doctor for your data
Organization: docta-ai
data-centric-ai,Enhancing Efficiency in Multidevice Federated Learning through Data Selection
Organization: dr-bell
Home Page: https://arxiv.org/abs/2211.04175
data-centric-ai,Unsupervised classification to improve the quality of a bird song recording dataset. https://doi.org/10.1016/j.ecoinf.2022.101952
Organization: ear-team
data-centric-ai,NetEaseCrowd dataset, a collection of data obtained from You Ling crowdsourcing platform, Fuxi AI Lab, NetEase.
Organization: fuxiailab
data-centric-ai,Resources for Data Centric AI
Organization: hazyresearch
data-centric-ai,Input-Agnostic Face Detection
Organization: is2ai
data-centric-ai,Compute clustering on your data in a visual, intuitive way with FiftyOne and Sklearn!
User: jacobmarks
data-centric-ai,Filter a float-valued field on two ranges simultaneously with this FiftyOne Plugin!
User: jacobmarks
data-centric-ai,Chat with your images using GPT-4 Vision!
User: jacobmarks
data-centric-ai,Semantically search through OCR text blocks with Qdrant, Sentence Transformers, and FiftyOne!
User: jacobmarks
data-centric-ai,[NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
User: jieyuz2
Home Page: https://arxiv.org/abs/2109.11377
data-centric-ai,Codes for a Top 5% finish in the Data-Centric AI Competition organized by Andrew Ng and DeepLearning.AI
User: kennethleungty
data-centric-ai,This data-centric AI repository implements a robust deep learning method (LFBNet) for fully automated tumor segmentation in whole-body [18]F-FDG PET/CT images.
User: kibromberihu
data-centric-ai,A better Alpaca Model Trained with Less Data (only 9k instructions of the original set)
User: lichang-chen
Home Page: https://lichang-chen.github.io/AlpaGasus/
data-centric-ai,Jupyter book showing how to build an ML powered book genre classifier
Organization: living-with-machines
Home Page: https://living-with-machines.github.io/genre-classification/
data-centric-ai,Customer churn train/prediction library with automatic dataset size optimisation features.
User: markdavidmc0
data-centric-ai,Quickly set up an image labelling web application for manually tagging images for machine learning tasks.
User: mdbloice
data-centric-ai,Quilt: Robust Data Segment Selection against Concept Drifts (AAAI 2024)
User: minsu716-kim
Home Page: https://arxiv.org/abs/2312.09691
data-centric-ai,Frontiers in Neuroinformatics 2022: Local Label Point Correction for Edge Detection of Overlapping Cervical Cells
User: nachifur
Home Page: https://www.frontiersin.org/articles/10.3389/fninf.2022.895290/full
data-centric-ai,nbsynthetic is simple and robust tabular synthetic data generation library for small and medium size datasets
Organization: nextbrain-ai
data-centric-ai,Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning
Organization: ofa-sys
data-centric-ai,OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)
Organization: opendataval
Home Page: https://opendataval.github.io/
data-centric-ai,Curated list of open source tooling for data-centric AI on unstructured data.
User: renumics
Home Page: https://renumics.com
data-centric-ai,Interactively explore unstructured datasets from your dataframe.
User: renumics
Home Page: https://renumics.com
data-centric-ai,Intriguing Properties of Data Attribution on Diffusion Models (ICLR 2024)
Organization: sail-sg
Home Page: https://sail-sg.github.io/D-TRAK/
data-centric-ai,Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data (NeurIPS 2022)
User: seedatnabeel
data-centric-ai,Data-SUITE: Data-centric identification of in-distribution incongruous examples (ICML 2022)
User: seedatnabeel
data-centric-ai,TRIAGE: Characterizing and auditing training data for improved regression (NeurIPS 2023)
User: seedatnabeel
data-centric-ai,Papers about training data quality management for ML models.
Organization: sjtu-quant
data-centric-ai,[ECCV 2022] Official Implementation for Unsupervised Selective Labeling for More Effective Semi-Supervised Learning
User: tonylianlong
data-centric-ai,The open-source tool for building high-quality datasets and computer vision models
Organization: voxel51
Home Page: https://fiftyone.ai
data-centric-ai,
User: weixin-liang
data-centric-ai,Embrace limited and imperfect training datasets in plant disease recognition using deep learning.
User: xml94
data-centric-ai,An Empirical Study of Memorization in NLP (ACL 2022)
User: xszheng2020
data-centric-ai,[NeurIPS 2023] This is the code for the paper `Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias`.
User: yueyu1030
Home Page: https://arxiv.org/abs/2306.15895
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We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
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Data-Driven Documents codes.
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