Data & datasets for intermediate learners
66 resources · page 2 of 3
Copilot in Power BI tutorial: Explore data and gain insights
by Microsoft
Microsoft tutorial on using Copilot in Power BI to explore report data and create summaries.
Diagnosing CI test failures (GitHub Copilot Chat Cookbook)
by GitHub
GitHub Copilot cookbook guide on using Copilot CLI to pull CI logs, match failures to local code and fix them.
Grafana Assistant Investigations
by Grafana Labs
Grafana Cloud documentation on Grafana Assistant investigations for diagnosing production incidents across signals.
Databricks: Add AI-generated comments to Unity Catalog objects
by Databricks
Databricks documentation on AI-generated comments for Unity Catalog tables and columns.
Datasette LLM documentation
Documentation for Simon Willison's LLM, a CLI tool and Python library for prompting many models with plugins and logged conversations.
Cleanlab: Classification with Tabular Data using Scikit-Learn and Cleanlab
by Cleanlab
Cleanlab tutorial on finding label errors in tabular classification data with scikit-learn models.
DVC documentation
DVC documentation: open-source tool for versioning data, models and ML pipelines alongside Git.
LiteRT: Get started with microcontrollers
by Google
Google AI Edge guide to running LiteRT neural-network inference on microcontrollers.
FastGPT docs: dataset engine
by labring
FastGPT documentation in Chinese on its knowledge-base engine: how documents are indexed and retrieved for RAG.
SDV: CTGANSynthesizer
by DataCebo (Synthetic Data Vault)
Synthetic Data Vault documentation for CTGANSynthesizer, a GAN-based generator of synthetic tabular data.
Haystack by deepset
by deepset
Haystack documentation: deepset's open-source framework for building RAG pipelines and AI agents.
Hugging Face Hub documentation
by Hugging Face
Hugging Face Hub documentation: repositories, model cards, datasets, Spaces and gated access.
Jason Liu RAG writing
by Jason Liu
Jason Liu's essays on RAG systems: evaluation, failure modes and lessons from coding-agent teams.
Upgrading Java versions with Amazon Q Developer
AWS documentation on upgrading Java application versions with Amazon Q Developer code transformation.
Label Studio documentation
Label Studio documentation: open-source tool for labelling text, image, audio and video data for ML.
LlamaIndex documentation
by LlamaIndex
LlamaIndex documentation: open-source framework for data ingestion, retrieval and document agents, plus LlamaParse.
Microsoft Presidio
Microsoft Presidio documentation: open-source PII detection and anonymisation for text, images and structured data.
Snowflake Cortex Analyst tutorial: time-series revenue data
by Snowflake
Snowflake tutorial using Cortex Analyst to answer natural-language questions over time-series revenue data with SQL.
AI-Network-Troubleshooting-PoC (Cisco Code Exchange)
by Cisco
Cisco Code Exchange entry for a proof-of-concept that uses AI agents and telemetry to troubleshoot network faults.
Nomic blog
by Nomic
Nomic blog with posts on its embedding models, data mapping tools and company updates.
RAG survey (Gao et al.)
by Yunfan Gao et al. (Tongji University)
arXiv paper (2023) surveying retrieval-augmented generation for LLMs with a naive, advanced and modular RAG taxonomy.
Ragas
by Ragas (Exploding Gradients)
Ragas documentation: open-source framework with metrics for evaluating RAG and LLM applications.
aider docs: Usage
by Aider
Aider usage documentation: how to add files, chat and edit code in a git repo, including with local models.
Scale AI blog
by Scale AI
Scale AI blog with company updates and articles on data labelling, evaluation and AI research.
Selectel tutorial: Deploying a private LLM in a Kubernetes cluster
by Selectel
Selectel tutorial in Russian on deploying a private LLM and RAG stack (vLLM, Qdrant, n8n) in Managed Kubernetes.
JetBrains AI Assistant: Generate documentation
by JetBrains
JetBrains AI Assistant documentation on generating code documentation with AI and customising the prompt.
Get started with Copilot in Excel (Excel support)
by Microsoft
Microsoft Support getting-started guide for Copilot in Excel: data analysis, formulas and charts.
Get started with Copilot in Excel
by Microsoft
Microsoft Support guide to Copilot in Excel for analysing data, generating formulas and creating charts.
Benchmarks are broken (Surge AI)
by Surge AI
Surge AI post arguing academic benchmarks poorly reflect model quality, with examples of benchmark flaws.
HANDBOOK.md Benchmark (Surge AI)
by Surge AI
Surge AI post on HANDBOOK.md, a benchmark testing whether agents follow long company policy handbooks.
HellaSwag or HellaBad? (Surge AI)
by Surge AI
Surge AI audit reporting errors in 36% of HellaSwag benchmark rows, with examples.
The Pile
by Leo Gao et al. (EleutherAI)
arXiv paper (2021) "The Pile: An 800GB Dataset of Diverse Text for Language Modeling", describing its 22 component sources and construction.