--- id: "/data-datasets/intermediate/page/2/" title: "Data & datasets for intermediate learners · page 2" url: "https://skillissue.dev/data-datasets/intermediate/page/2/" --- # Data & datasets for intermediate learners [Beginner](/data-datasets/beginner/index.md) [Intermediate](/data-datasets/intermediate/index.md) [Advanced](/data-datasets/advanced/index.md) [Expert](/data-datasets/expert/index.md) 66 resources · page 2 of 3 - ### [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) by [Microsoft](https://www.microsoft.com/) Microsoft tutorial on using Copilot in Power BI to explore report data and create summaries. Intermediate learning_resource guide US 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) by [GitHub](https://github.com/) GitHub Copilot cookbook guide on using Copilot CLI to pull CI logs, match failures to local code and fix them. Intermediate learning_resource guide US en - ### [Grafana Assistant Investigations](/context-engineering/retrieval-and-rag/cross-signal-production-incident-investigation-grafana-assistant-investigations/index.md) by [Grafana Labs](https://grafana.com/) Grafana Cloud documentation on Grafana Assistant investigations for diagnosing production incidents across signals. Intermediate learning_resource guide 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) by [Databricks](https://www.databricks.com/) Databricks documentation on AI-generated comments for Unity Catalog tables and columns. Intermediate–Advanced learning_resource docs en - ### [Datasette LLM documentation](/context-engineering/retrieval-and-rag/datasette-llm-documentation/index.md) by [Simon Willison](https://simonwillison.net/) Documentation for Simon Willison's LLM, a CLI tool and Python library for prompting many models with plugins and logged conversations. Intermediate learning_resource docs UK/US/global 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) by [Cleanlab](https://cleanlab.ai/) Cleanlab tutorial on finding label errors in tabular classification data with scikit-learn models. Intermediate learning_resource guide US en - ### [DVC documentation](/context-engineering/retrieval-and-rag/dvc-documentation/index.md) by [Iterative (DVC)](https://dvc.org/) DVC documentation: open-source tool for versioning data, models and ML pipelines alongside Git. Intermediate learning_resource docs US/global en - ### [LiteRT: Get started with microcontrollers](/context-engineering/retrieval-and-rag/embedded-microcontroller-neural-inference-get-started-with-microcontrollers-veri/index.md) by [Google](https://developers.google.com/) Google AI Edge guide to running LiteRT neural-network inference on microcontrollers. Intermediate learning_resource guide US en - ### [FastGPT docs: dataset engine](/context-engineering/retrieval-and-rag/fastgpt-dataset-engine/index.md) by [labring](https://sealos.io) FastGPT documentation in Chinese on its knowledge-base engine: how documents are indexed and retrieved for RAG. Intermediate learning_resource docs China zh - ### [SDV: CTGANSynthesizer](/context-engineering/retrieval-and-rag/gan-based-synthetic-tabular-data-generation-ctgansynthesizer-verified-co/index.md) by [DataCebo (Synthetic Data Vault)](https://datacebo.com/) Synthetic Data Vault documentation for CTGANSynthesizer, a GAN-based generator of synthetic tabular data. Intermediate–Advanced learning_resource docs en - ### [Haystack by deepset](/context-engineering/retrieval-and-rag/haystack-by-deepset/index.md) by [deepset](https://www.deepset.ai/) Haystack documentation: deepset's open-source framework for building RAG pipelines and AI agents. Intermediate learning_resource docs Germany en - ### [Hugging Face Hub documentation](/context-engineering/retrieval-and-rag/hugging-face-hub-documentation/index.md) by [Hugging Face](https://huggingface.co/) Hugging Face Hub documentation: repositories, model cards, datasets, Spaces and gated access. Intermediate learning_resource docs US/France en - ### [Jason Liu RAG writing](/context-engineering/retrieval-and-rag/jason-liu-rag-writing/index.md) by [Jason Liu](https://jxnl.co/) Jason Liu's essays on RAG systems: evaluation, failure modes and lessons from coding-agent teams. Intermediate learning_resource guide US 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) by [Amazon Web Services](https://aws.amazon.com/) AWS documentation on upgrading Java application versions with Amazon Q Developer code transformation. Intermediate–Advanced learning_resource docs US en - ### [Label Studio documentation](/context-engineering/retrieval-and-rag/label-studio-documentation/index.md) by [HumanSignal (Label Studio)](https://humansignal.com/) Label Studio documentation: open-source tool for labelling text, image, audio and video data for ML. Intermediate learning_resource docs US/global en - ### [LlamaIndex documentation](/context-engineering/retrieval-and-rag/llamaindex-documentation/index.md) by [LlamaIndex](https://www.llamaindex.ai/) LlamaIndex documentation: open-source framework for data ingestion, retrieval and document agents, plus LlamaParse. Intermediate learning_resource docs US en - ### [Microsoft Presidio](/context-engineering/retrieval-and-rag/microsoft-presidio/index.md) by [Microsoft (Presidio)](https://microsoft.github.io/presidio/) Microsoft Presidio documentation: open-source PII detection and anonymisation for text, images and structured data. Intermediate learning_resource docs US/global 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) by [Snowflake](https://www.snowflake.com/) Snowflake tutorial using Cortex Analyst to answer natural-language questions over time-series revenue data with SQL. Intermediate learning_resource guide en - ### [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) by [Cisco](https://www.cisco.com/) Cisco Code Exchange entry for a proof-of-concept that uses AI agents and telemetry to troubleshoot network faults. Intermediate–Advanced learning_resource docs en - ### [Nomic blog](/context-engineering/retrieval-and-rag/nomic-blog/index.md) by [Nomic](https://nomic.ai/) Nomic blog with posts on its embedding models, data mapping tools and company updates. Intermediate learning_resource blog US en - ### [RAG survey (Gao et al.)](/context-engineering/retrieval-and-rag/rag-survey-gao-et-al/index.md) by [Yunfan Gao et al. (Tongji University)](https://www.tongji.edu.cn) arXiv paper (2023) surveying retrieval-augmented generation for LLMs with a naive, advanced and modular RAG taxonomy. Intermediate learning_resource paper China en - ### [Ragas](/context-engineering/retrieval-and-rag/ragas/index.md) by [Ragas (Exploding Gradients)](https://www.ragas.io/) Ragas documentation: open-source framework with metrics for evaluating RAG and LLM applications. Intermediate learning_resource docs India en - ### [aider docs: Usage](/context-engineering/retrieval-and-rag/repository-aware-code-generation-and-editing-usage-aider-verified-local-models-s/index.md) by [Aider](https://aider.chat/) Aider usage documentation: how to add files, chat and edit code in a git repo, including with local models. Intermediate–Advanced learning_resource docs West en - ### [Scale AI blog](/context-engineering/retrieval-and-rag/scale-ai-blog/index.md) by [Scale AI](https://scale.com/) Scale AI blog with company updates and articles on data labelling, evaluation and AI research. Intermediate learning_resource blog US en - ### [Selectel tutorial: Deploying a private LLM in a Kubernetes cluster](/context-engineering/retrieval-and-rag/selectel-private-llm-rag-in-managed-kubernetes/index.md) by [Selectel](https://selectel.ru/) Selectel tutorial in Russian on deploying a private LLM and RAG stack (vLLM, Qdrant, n8n) in Managed Kubernetes. Intermediate learning_resource guide Russia ru - ### [JetBrains AI Assistant: Generate documentation](/context-engineering/retrieval-and-rag/source-code-documentation-and-docstring-generation-generate-documentation-ai-ass/index.md) by [JetBrains](https://www.jetbrains.com/) JetBrains AI Assistant documentation on generating code documentation with AI and customising the prompt. Intermediate learning_resource guide CZ/EU en - ### [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) by [Microsoft](https://www.microsoft.com/) Microsoft Support getting-started guide for Copilot in Excel: data analysis, formulas and charts. Intermediate–Advanced learning_resource docs US en - ### [Get started with Copilot in Excel](/context-engineering/retrieval-and-rag/spreadsheets-data-analysis/index.md) by [Microsoft](https://www.microsoft.com/) Microsoft Support guide to Copilot in Excel for analysing data, generating formulas and creating charts. Intermediate–Advanced learning_resource docs US en - ### [Benchmarks are broken (Surge AI)](/context-engineering/retrieval-and-rag/surge-ai-benchmarks-are-broken/index.md) by [Surge AI](https://surgehq.ai/) Surge AI post arguing academic benchmarks poorly reflect model quality, with examples of benchmark flaws. Intermediate learning_resource blog US en - ### [HANDBOOK.md Benchmark (Surge AI)](/context-engineering/retrieval-and-rag/surge-ai-handbook-md-benchmark/index.md) by [Surge AI](https://surgehq.ai/) Surge AI post on HANDBOOK.md, a benchmark testing whether agents follow long company policy handbooks. Intermediate learning_resource blog US en - ### [HellaSwag or HellaBad? (Surge AI)](/context-engineering/retrieval-and-rag/surge-ai-hellaswag-or-hellabad-36-contains-errors/index.md) by [Surge AI](https://surgehq.ai/) Surge AI audit reporting errors in 36% of HellaSwag benchmark rows, with examples. Intermediate learning_resource blog US en - ### [The Pile](/context-engineering/retrieval-and-rag/the-pile/index.md) by [Leo Gao et al. (EleutherAI)](https://www.eleuther.ai/) arXiv paper (2021) "The Pile: An 800GB Dataset of Diverse Text for Language Modeling", describing its 22 component sources and construction. Intermediate learning_resource paper US en [Previous page](/data-datasets/intermediate/index.md) [Next page](/data-datasets/intermediate/page/3/index.md) [Plain-text Markdown copy](/data-datasets/intermediate/page/2/index.md)