--- id: "/tags/data-engineering-rag/" title: "Data Engineering Rag" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/tags/data-engineering-rag/" 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 --- # Data Engineering Rag [Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md) 52 resources · page 1 of 2 - ### [AMLSim](/context-engineering/retrieval-and-rag/amlsim/index.md) Creator not supplied; see original source. IBM AMLSim GitHub repo: multi-agent simulator generating synthetic bank transaction data for anti-money-laundering research. Not applicable (entity) · unknown · unknown resource · en - ### [ColBERT](/context-engineering/retrieval-and-rag/colbert/index.md) Creator not supplied; see original source. Stanford ColBERT GitHub repo: late-interaction neural retrieval model and library. Not applicable (entity) · unknown · unknown resource · en - ### [data engineering / RAG pipelines](/context-engineering/retrieval-and-rag/data-engineering-rag-pipelines/index.md) Creator not supplied; see original source. InfiniFlow RAGFlow GitHub repo: open-source retrieval-augmented generation engine with document parsing. Not applicable (entity) · unknown · unknown resource · en - ### [datatrove](/context-engineering/retrieval-and-rag/datatrove/index.md) Creator not supplied; see original source. Hugging Face datatrove GitHub repo: large-scale text data processing library, used to build FineWeb. Not applicable (entity) · unknown · unknown resource · en - ### [OtterTune wiki: An End-To-End Tuning Example](/context-engineering/retrieval-and-rag/machine-learning-database-configuration-tuning-an-end-to-end-tuning-example-veri/index.md) Creator not supplied; see original source. OtterTune wiki page on GitHub (CMU): end-to-end example of machine-learning database configuration tuning. Not applicable (entity) · unknown · unknown resource · en - ### [Qwen-Agent](/context-engineering/retrieval-and-rag/qwen-agent/index.md) Creator not supplied; see original source. QwenLM Qwen-Agent GitHub repo: agent framework with function calling, MCP and code interpreter for Qwen models. Not applicable (entity) · unknown · unknown resource · zh - ### [RAG_Techniques](/context-engineering/retrieval-and-rag/rag-techniques/index.md) Creator not supplied; see original source. RAG_Techniques GitHub repo (Nir Diamant): notebooks demonstrating many retrieval-augmented generation techniques. Not applicable (entity) · unknown · unknown resource · en - ### [circuit_training: Ariane RISC-V example](/context-engineering/retrieval-and-rag/reinforcement-learning-chip-floorplanning-circuit-training-at-scale-with-ariane-/index.md) Creator not supplied; see original source. Ariane documentation in Google's circuit_training repo: RL chip floorplanning on the Ariane RISC-V design. Not applicable (entity) · unknown · unknown resource · und - ### [Postman: Write scripts to test API response data](/context-engineering/retrieval-and-rag/api-response-assertion-and-contract-test-authoring-write-scripts-to-test-api-res/index.md) Creator not supplied; see original source. Postman documentation on writing test scripts that assert API response data. Beginner–Intermediate · unknown · unknown resource · und - ### [DataTalksClub LLM Zoomcamp](/context-engineering/retrieval-and-rag/datatalksclub-llm-zoomcamp/index.md) Creator not supplied; see original source. DataTalksClub LLM Zoomcamp GitHub repo: free course on building LLM and RAG applications. Beginner–Intermediate · unknown · unknown resource · en - ### [Summarize incidents with Microsoft Copilot in Microsoft Defender](/context-engineering/retrieval-and-rag/defensive-soc-incident-summarization-and-triage-summarize-incidents-with-microso/index.md) Creator not supplied; see original source. Microsoft Learn page on generating incident summaries with Microsoft Copilot in Microsoft Defender. Beginner–Intermediate · unknown · unknown resource · en - ### [Getting started with Pulumi Neo](/context-engineering/retrieval-and-rag/infrastructure-as-code-maintenance-and-upgrade-planning-getting-started-with-pul/index.md) Creator not supplied; see original source. Pulumi documentation on setting up Pulumi Neo, an AI agent for infrastructure-as-code tasks. Beginner · unknown · unknown resource · en - ### [Using GitHub Copilot code review](/context-engineering/retrieval-and-rag/ai-assisted-pull-request-code-review-using-github-copilot-code-review/index.md) Creator not supplied; see original source. GitHub documentation on requesting pull-request code reviews from GitHub Copilot. Intermediate · unknown · unknown resource · en - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 [Next page](/tags/data-engineering-rag/page/2/index.md) [Plain-text Markdown copy](/tags/data-engineering-rag/index.md)