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> ML_DATASETS_ATLAS_v1.0

AI Datasets Atlas

103 qualified AI datasets across tabular, vision, audio, NLP, and multimodal domains: verified licensing tiers, privacy risks, bias, and contamination audits.

Benchmarks & ProtocolsStandards & Governance
Showing 13 of 103 Qualified Datasets (Page 6 of 6)Audited Licensing & Privacy Bounds
Dataset
CC-BY-4.0Acoustics & Environmental Audio

Acoustics & Environmental Audio Qualified Evaluation Corpus 4

Acoustics & Environmental Audio · Standardized production evaluation partition 4 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
audio
Dataset SourceDetails
Dataset
CC-BY-4.0Acoustics & Environmental Audio

Acoustics & Environmental Audio Qualified Evaluation Corpus 5

Acoustics & Environmental Audio · Standardized production evaluation partition 5 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
audio
Dataset SourceDetails
Dataset
CC-BY-4.0Acoustics & Environmental Audio

Acoustics & Environmental Audio Qualified Evaluation Corpus 6

Acoustics & Environmental Audio · Standardized production evaluation partition 6 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
audio
Dataset SourceDetails
Dataset
CC-BY-4.0Acoustics & Environmental Audio

Acoustics & Environmental Audio Qualified Evaluation Corpus 7

Acoustics & Environmental Audio · Standardized production evaluation partition 7 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
audio
Dataset SourceDetails
Dataset
CC-BY-4.0Acoustics & Environmental Audio

Acoustics & Environmental Audio Qualified Evaluation Corpus 8

Acoustics & Environmental Audio · Standardized production evaluation partition 8 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
audio
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 1

Multilingual NLP & Translation · Standardized production evaluation partition 1 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 2

Multilingual NLP & Translation · Standardized production evaluation partition 2 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 3

Multilingual NLP & Translation · Standardized production evaluation partition 3 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 4

Multilingual NLP & Translation · Standardized production evaluation partition 4 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 5

Multilingual NLP & Translation · Standardized production evaluation partition 5 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 6

Multilingual NLP & Translation · Standardized production evaluation partition 6 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 7

Multilingual NLP & Translation · Standardized production evaluation partition 7 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails
Dataset
CC-BY-4.0Multilingual NLP & Translation

Multilingual NLP & Translation Qualified Evaluation Corpus 8

Multilingual NLP & Translation · Standardized production evaluation partition 8 (100K+ records) · Open Research Consortium & Data Alliance

Implementing Tools:
Scikit learnPyTorch
text
Dataset SourceDetails