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# Data Datasets

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

88 resources · page 2 of 3

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### [Resolving code scanning alerts (GitHub Docs)](/context-engineering/retrieval-and-rag/ai-assisted-remediation-of-static-analysis-vulnerabilities-resolving-code-scanni/index.md)

Creator not supplied; see original source.

GitHub documentation on viewing, fixing and dismissing code scanning alerts, including Copilot Autofix.

Intermediate · unknown · unknown resource · en 

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### [Introducing Contextual Retrieval (Anthropic)](/context-engineering/retrieval-and-rag/anthropic-contextual-retrieval/index.md)

Creator not supplied; see original source.

Anthropic announcement of Contextual Retrieval, combining contextual embeddings, BM25 and reranking, with measured retrieval gains.

Intermediate · unknown · unknown resource · en 

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### [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 

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### [Copilot in Power BI tutorial: Explore data and gain insights](/context-engineering/retrieval-and-rag/bi-report-exploration-and-narrative-insight-generation-copilot-in-power-bi-tutor/index.md)

Creator not supplied; see original source.

Microsoft tutorial on using Copilot in Power BI to explore report data and create summaries.

Intermediate · unknown · unknown resource · en 

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### [Diagnosing CI test failures (GitHub Copilot Chat Cookbook)](/context-engineering/retrieval-and-rag/ci-failure-diagnosis-from-workflow-logs-and-local-code-diagnosing-ci-test-failur/index.md)

Creator not supplied; see original source.

GitHub Copilot cookbook guide on using Copilot CLI to pull CI logs, match failures to local code and fix them.

Intermediate · unknown · unknown resource · en 

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### [Grafana Assistant Investigations](/context-engineering/retrieval-and-rag/cross-signal-production-incident-investigation-grafana-assistant-investigations/index.md)

Creator not supplied; see original source.

Grafana Cloud documentation on Grafana Assistant investigations for diagnosing production incidents across signals.

Intermediate · unknown · unknown resource · en 

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### [Databricks: Add AI-generated comments to Unity Catalog objects](/context-engineering/retrieval-and-rag/data-catalog-metadata-and-column-description-enrichment-add-ai-generated-comment/index.md)

Creator not supplied; see original source.

Databricks documentation on AI-generated comments for Unity Catalog tables and columns.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Datasette LLM documentation](/context-engineering/retrieval-and-rag/datasette-llm-documentation/index.md)

Creator not supplied; see original source.

Documentation for Simon Willison's LLM, a CLI tool and Python library for prompting many models with plugins and logged conversations.

Intermediate · unknown · unknown resource · en 

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### [Cleanlab: Classification with Tabular Data using Scikit-Learn and Cleanlab](/context-engineering/retrieval-and-rag/detecting-mislabeled-records-in-tabular-datasets-classification-with-tabular-dat/index.md)

Creator not supplied; see original source.

Cleanlab tutorial on finding label errors in tabular classification data with scikit-learn models.

Intermediate · unknown · unknown resource · en 

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### [DVC documentation](/context-engineering/retrieval-and-rag/dvc-documentation/index.md)

Creator not supplied; see original source.

DVC documentation: open-source tool for versioning data, models and ML pipelines alongside Git.

Intermediate · unknown · unknown resource · en 

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### [LiteRT: Get started with microcontrollers](/context-engineering/retrieval-and-rag/embedded-microcontroller-neural-inference-get-started-with-microcontrollers-veri/index.md)

Creator not supplied; see original source.

Google AI Edge guide to running LiteRT neural-network inference on microcontrollers.

Intermediate · unknown · unknown resource · en 

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### [FastGPT docs: dataset engine](/context-engineering/retrieval-and-rag/fastgpt-dataset-engine/index.md)

Creator not supplied; see original source.

FastGPT documentation in Chinese on its knowledge-base engine: how documents are indexed and retrieved for RAG.

Intermediate · unknown · unknown resource · zh 

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### [SDV: CTGANSynthesizer](/context-engineering/retrieval-and-rag/gan-based-synthetic-tabular-data-generation-ctgansynthesizer-verified-co/index.md)

Creator not supplied; see original source.

Synthetic Data Vault documentation for CTGANSynthesizer, a GAN-based generator of synthetic tabular data.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Haystack by deepset](/context-engineering/retrieval-and-rag/haystack-by-deepset/index.md)

Creator not supplied; see original source.

Haystack documentation: deepset's open-source framework for building RAG pipelines and AI agents.

Intermediate · unknown · unknown resource · en 

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### [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 

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### [Jason Liu RAG writing](/context-engineering/retrieval-and-rag/jason-liu-rag-writing/index.md)

Creator not supplied; see original source.

Jason Liu's essays on RAG systems: evaluation, failure modes and lessons from coding-agent teams.

Intermediate · unknown · unknown resource · en 

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### [Upgrading Java versions with Amazon Q Developer](/context-engineering/retrieval-and-rag/java-language-and-dependency-modernization-upgrading-java-versions-with-amazon-q/index.md)

Creator not supplied; see original source.

AWS documentation on upgrading Java application versions with Amazon Q Developer code transformation.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Label Studio documentation](/context-engineering/retrieval-and-rag/label-studio-documentation/index.md)

Creator not supplied; see original source.

Label Studio documentation: open-source tool for labelling text, image, audio and video data for ML.

Intermediate · unknown · unknown resource · en 

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### [LlamaIndex documentation](/context-engineering/retrieval-and-rag/llamaindex-documentation/index.md)

Creator not supplied; see original source.

LlamaIndex documentation: open-source framework for data ingestion, retrieval and document agents, plus LlamaParse.

Intermediate · unknown · unknown resource · en 

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### [Microsoft Presidio](/context-engineering/retrieval-and-rag/microsoft-presidio/index.md)

Creator not supplied; see original source.

Microsoft Presidio documentation: open-source PII detection and anonymisation for text, images and structured data.

Intermediate · unknown · unknown resource · en 

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### [Snowflake Cortex Analyst tutorial: time-series revenue data](/context-engineering/retrieval-and-rag/natural-language-to-sql-over-governed-database-schemas-tutorial-answer-questions/index.md)

Creator not supplied; see original source.

Snowflake tutorial using Cortex Analyst to answer natural-language questions over time-series revenue data with SQL.

Intermediate · unknown · unknown resource · en 

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### [AI-Network-Troubleshooting-PoC (Cisco Code Exchange)](/context-engineering/retrieval-and-rag/network-routing-fault-diagnosis-with-telemetry-and-agents-ai-network-troubleshoo/index.md)

Creator not supplied; see original source.

Cisco Code Exchange entry for a proof-of-concept that uses AI agents and telemetry to troubleshoot network faults.

Intermediate–Advanced · unknown · unknown resource · en 

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### [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 

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### [RAG survey (Gao et al.)](/context-engineering/retrieval-and-rag/rag-survey-gao-et-al/index.md)

Creator not supplied; see original source.

arXiv paper (2023) surveying retrieval-augmented generation for LLMs with a naive, advanced and modular RAG taxonomy.

Intermediate · unknown · unknown resource · en 

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### [Ragas](/context-engineering/retrieval-and-rag/ragas/index.md)

Creator not supplied; see original source.

Ragas documentation: open-source framework with metrics for evaluating RAG and LLM applications.

Intermediate · unknown · unknown resource · en 

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### [aider docs: Usage](/context-engineering/retrieval-and-rag/repository-aware-code-generation-and-editing-usage-aider-verified-local-models-s/index.md)

Creator not supplied; see original source.

Aider usage documentation: how to add files, chat and edit code in a git repo, including with local models.

Intermediate–Advanced · unknown · unknown resource · en 

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### [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 

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### [Selectel tutorial: Deploying a private LLM in a Kubernetes cluster](/context-engineering/retrieval-and-rag/selectel-private-llm-rag-in-managed-kubernetes/index.md)

Creator not supplied; see original source.

Selectel tutorial in Russian on deploying a private LLM and RAG stack (vLLM, Qdrant, n8n) in Managed Kubernetes.

Intermediate · unknown · unknown resource · ru 

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### [JetBrains AI Assistant: Generate documentation](/context-engineering/retrieval-and-rag/source-code-documentation-and-docstring-generation-generate-documentation-ai-ass/index.md)

Creator not supplied; see original source.

JetBrains AI Assistant documentation on generating code documentation with AI and customising the prompt.

Intermediate · unknown · unknown resource · en 

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### [Get started with Copilot in Excel (Excel support)](/context-engineering/retrieval-and-rag/spreadsheet-formula-and-workbook-automation-get-started-with-copilot-in-excel/index.md)

Creator not supplied; see original source.

Microsoft Support getting-started guide for Copilot in Excel: data analysis, formulas and charts.

Intermediate–Advanced · unknown · unknown resource · en 

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### [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 

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### [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 

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