Dataset Catalog
Dataset Catalog Use this catalog to choose practice data for each module and project. Rules Prefer small datasets first so experiments run quickly. Keep raw data separate from clea
Dataset Catalog
Use this catalog to choose practice data for each module and project.
Rules
- Prefer small datasets first so experiments run quickly.
- Keep raw data separate from cleaned data.
- Document source, license, schema, and known quality issues.
- Never use private or sensitive data for public examples.
- Version datasets when evaluation results depend on them.
Local Sample Data
| File | Use Case | Related Project |
|---|---|---|
sample-data/sales.csv | Regression, forecasting, feature engineering | Business Sales Prediction |
sample-data/products.csv | Product features and joins | Business Sales Prediction |
sample-data/customers.csv | Customer segmentation | Business Sales Prediction |
sample-data/invoices.csv | ERP agent read/write tools | ERP AI Agent |
sample-data/inventory.csv | Inventory risk analysis | ERP AI Agent |
sample-data/rag-documents.md | RAG ingestion and retrieval | Enterprise RAG Platform |
sample-data/evaluation-rag.csv | RAG evaluation | AI Evaluation Framework |
sample-data/evaluation-agent.csv | Agent evaluation | AI Evaluation Framework |
External Dataset Ideas
| Topic | Dataset Type | Search Terms |
|---|---|---|
| Sales prediction | Retail transactions | retail sales forecasting dataset |
| Classification | Images or text | text classification benchmark, image classification dataset |
| RAG | Public documentation | open documentation corpus, public PDFs |
| Recommendations | User-item interactions | recommendation dataset ratings |
| Fraud detection | Tabular classification | fraud detection transactions dataset |
Dataset Documentation Template
For every dataset, document:
- Source:
- License:
- Rows:
- Columns:
- Target variable:
- Known missing values:
- Known bias or limitations:
- Intended use:
- Not intended use: