--- id: "/tags/datasets/" title: "Datasets" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/tags/datasets/" level: null level_max: null category: null subcategory: null region: null license: null license_scope: null access: null models: null source_date: null date_added: null resource_kind: null verification_basis: null access_evidence: null domain_top: null domain_sub: null last_verified: null --- # Datasets [Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md) 36 resources · page 1 of 2 - ### [AI9Stars model and dataset registry](/context-engineering/retrieval-and-rag/ai9stars-model-and-dataset-registry/index.md) Creator not supplied; see original source. AI9Stars Hugging Face organisation: compact G9 language models and datasets. Not applicable (entity) · unknown · unknown resource · en - ### [Argilla](/context-engineering/retrieval-and-rag/argilla-repo/index.md) Creator not supplied; see original source. Argilla GitHub repo: collaboration tool for building datasets with human feedback and annotation. Not applicable (entity) · unknown · unknown resource · en - ### [Common Crawl](/context-engineering/retrieval-and-rag/common-crawl/index.md) Creator not supplied; see original source. Common Crawl: nonprofit maintaining an open repository of web crawl data, a common source of model training data. Not applicable (entity) · unknown · unknown resource · en - ### [DatologyAI](/context-engineering/retrieval-and-rag/datologyai/index.md) Creator not supplied; see original source. DatologyAI: company offering automated curation of model training data. Not applicable (entity) · unknown · unknown resource · en - ### [Docling (IBM)](/context-engineering/retrieval-and-rag/docling-ibm/index.md) Creator not supplied; see original source. IBM Docling GitHub repo: converts PDFs and other documents into structured formats for generative AI. Not applicable (entity) · unknown · unknown resource · en - ### [FathomNet](/context-engineering/retrieval-and-rag/fathomnet/index.md) Creator not supplied; see original source. FathomNet: labelled database of underwater images with ML tools for analysing ocean visual data. Not applicable (entity) · unknown · unknown resource · en - ### [FineWeb](/context-engineering/retrieval-and-rag/fineweb/index.md) Creator not supplied; see original source. Hugging Face FineWeb dataset: about 15 trillion tokens of filtered English web text for LLM pretraining. Not applicable (entity) · unknown · unknown resource · en - ### [Global Fishing Watch](/context-engineering/retrieval-and-rag/global-fishing-watch/index.md) Creator not supplied; see original source. Global Fishing Watch: uses machine learning on satellite and vessel data to map human activity at sea. Not applicable (entity) · unknown · unknown resource · en|es - ### [HF datasets](/context-engineering/retrieval-and-rag/hf-datasets/index.md) Creator not supplied; see original source. Hugging Face Datasets hub: searchable catalogue of public machine-learning datasets. Not applicable (entity) · unknown · unknown resource · und - ### [LightOn HF](/context-engineering/retrieval-and-rag/lighton-hf/index.md) Creator not supplied; see original source. LightOn Hugging Face organisation: retrieval, OCR and language models. Not applicable (entity) · unknown · unknown resource · und - ### [Marker (Datalab)](/context-engineering/retrieval-and-rag/marker-datalab/index.md) Creator not supplied; see original source. Datalab Marker GitHub repo: converts PDF documents to Markdown and JSON. Not applicable (entity) · unknown · unknown resource · en - ### [MinerU (OpenDataLab)](/context-engineering/retrieval-and-rag/mineru-opendatalab/index.md) Creator not supplied; see original source. OpenDataLab MinerU GitHub repo: converts PDFs and Office documents into Markdown and JSON. Not applicable (entity) · unknown · unknown resource · en - ### [Multimodal Universe](/context-engineering/retrieval-and-rag/multimodal-universe/index.md) Creator not supplied; see original source. Multimodal Universe GitHub repo: large dataset of astronomical images, spectra and light curves for training ML models. Not applicable (entity) · unknown · unknown resource · en - ### [MVTec Anomaly Detection dataset](/context-engineering/retrieval-and-rag/mvtec-anomaly-detection-dataset/index.md) Creator not supplied; see original source. MVTec AD dataset page: over 5,000 high-resolution images for industrial anomaly detection and localisation. Not applicable (entity) · unknown · unknown resource · en - ### [Vera C. Rubin Observatory](/context-engineering/retrieval-and-rag/vera-c-rubin-observatory/index.md) Creator not supplied; see original source. Vera C. Rubin Observatory: NSF–DOE telescope running the LSST survey, whose alert stream requires ML triage. Not applicable (entity) · unknown · unknown resource · en|es - ### [xView2 / xBD](/context-engineering/retrieval-and-rag/xview2-xbd/index.md) Creator not supplied; see original source. xView2 challenge site: xBD satellite imagery dataset for assessing building damage after natural disasters. Not applicable (entity) · unknown · unknown resource · en - ### [Yambda dataset](/context-engineering/retrieval-and-rag/yambda-dataset/index.md) Creator not supplied; see original source. Yandex Yambda dataset on Hugging Face: large music-streaming interaction dataset for recommender-system research. Not applicable (entity) · unknown · unknown resource · en - ### [How to Shape a Strong AI Testing and Evaluation Ecosystem (Scale AI)](/context-engineering/retrieval-and-rag/scale-ai-building-trust-at-the-frontier/index.md) Creator not supplied; see original source. Scale AI policy post on building an AI testing and evaluation ecosystem for the United States. Beginner · unknown · unknown resource · en - ### [Screen annotators with Exams for higher-quality data (Toloka)](/context-engineering/retrieval-and-rag/toloka-screen-annotators-with-exams/index.md) Creator not supplied; see original source. Toloka post on screening data annotators with training and exams to improve label quality. Beginner · unknown · unknown resource · en - ### [Argilla documentation](/context-engineering/retrieval-and-rag/argilla-documentation/index.md) Creator not supplied; see original source. Argilla documentation: open-source tool for collaborative data annotation and dataset curation for LLMs. Intermediate · unknown · unknown resource · en - ### [Hugging Face Hub documentation](/context-engineering/retrieval-and-rag/hugging-face-hub-documentation/index.md) Creator not supplied; see original source. Hugging Face Hub documentation: repositories, model cards, datasets, Spaces and gated access. Intermediate · unknown · unknown resource · en - ### [Nomic blog](/context-engineering/retrieval-and-rag/nomic-blog/index.md) Creator not supplied; see original source. Nomic blog with posts on its embedding models, data mapping tools and company updates. Intermediate · unknown · unknown resource · en - ### [Scale AI blog](/context-engineering/retrieval-and-rag/scale-ai-blog/index.md) Creator not supplied; see original source. Scale AI blog with company updates and articles on data labelling, evaluation and AI research. Intermediate · unknown · unknown resource · en - ### [Get started with Copilot in Excel](/context-engineering/retrieval-and-rag/spreadsheets-data-analysis/index.md) Creator not supplied; see original source. Microsoft Support guide to Copilot in Excel for analysing data, generating formulas and creating charts. Intermediate–Advanced · unknown · unknown resource · en - ### [Benchmarks are broken (Surge AI)](/context-engineering/retrieval-and-rag/surge-ai-benchmarks-are-broken/index.md) Creator not supplied; see original source. Surge AI post arguing academic benchmarks poorly reflect model quality, with examples of benchmark flaws. Intermediate · unknown · unknown resource · en - ### [HANDBOOK.md Benchmark (Surge AI)](/context-engineering/retrieval-and-rag/surge-ai-handbook-md-benchmark/index.md) Creator not supplied; see original source. Surge AI post on HANDBOOK.md, a benchmark testing whether agents follow long company policy handbooks. Intermediate · unknown · unknown resource · en - ### [HellaSwag or HellaBad? (Surge AI)](/context-engineering/retrieval-and-rag/surge-ai-hellaswag-or-hellabad-36-contains-errors/index.md) Creator not supplied; see original source. Surge AI audit reporting errors in 36% of HellaSwag benchmark rows, with examples. Intermediate · unknown · unknown resource · en - ### [How Shopify and Toloka built a ground-truth flywheel](/context-engineering/retrieval-and-rag/toloka-shopify-toloka-ground-truth-flywheel/index.md) Creator not supplied; see original source. Toloka case study on building a human-labelled ground-truth loop with Shopify to keep skill agents accurate. Intermediate · unknown · unknown resource · en - ### [Ai2 model cards and datasets](/context-engineering/retrieval-and-rag/ai2-model-cards-and-datasets/index.md) Creator not supplied; see original source. Ai2's Hugging Face organisation page listing its model checkpoints, model cards and datasets, including OLMo. Advanced · unknown · unknown resource · en - ### [LLM-jp corpora (GitLab)](/context-engineering/retrieval-and-rag/llm-jp-corpora-gitlab/index.md) Creator not supplied; see original source. LLM-jp datasets on the NII GitLab: open Japanese pretraining corpora. Advanced · unknown · unknown resource · ja - ### [RL environments for LLM agents: Design, rewards, and validation (Snorkel)](/context-engineering/retrieval-and-rag/snorkel-rl-environments-for-llm-agents-design-rewards-validation/index.md) Creator not supplied; see original source. Snorkel AI post on designing RL environments for LLM agents: state, actions, rewards and validation. Advanced · unknown · unknown resource · en - ### [Partial Credit in RL: When It Opposes Completion (Snorkel)](/context-engineering/retrieval-and-rag/snorkel-when-partial-credit-opposes-completion/index.md) Creator not supplied; see original source. Snorkel AI post on how partial-credit rewards in reinforcement learning can work against task completion. Advanced · unknown · unknown resource · en [Next page](/tags/datasets/page/2/index.md) [Plain-text Markdown copy](/tags/datasets/index.md)