> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://ocient.ferndocs.com/guides/analysis-in-ocient/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://ocient.ferndocs.com/_mcp/server.

# Analysis in Ocient

## Docs

- [Machine Learning in Ocient](https://ocient.ferndocs.com/guides/analysis-in-ocient/machine-learning-in-ocient.md): Integrate machine learning models into Ocient queries with OcientML for advanced data analysis, empowering predictive and classification insights.
- [Text Analysis in Database Queries](https://ocient.ferndocs.com/guides/analysis-in-ocient/text-analysis-in-database-queries.md): Utilize Ocient text analysis functions for effective querying and manipulation of textual data, essential for data insights.
- [Classification Analysis](https://ocient.ferndocs.com/guides/analysis-in-ocient/machine-learning-in-ocient/classification-analysis.md): Use classification analysis techniques within Ocient with OcientML to categorize data, helping in decision-making and pattern identification.
- [Clustering Analysis and Dimensionality Reduction](https://ocient.ferndocs.com/guides/analysis-in-ocient/machine-learning-in-ocient/clustering-analysis-and-dimensionality-reduction.md): Discover clustering and dimensionality reduction methods in Ocient with OcientML for grouping data and simplifying analysis.
- [Regression Analysis](https://ocient.ferndocs.com/guides/analysis-in-ocient/machine-learning-in-ocient/regression-analysis.md): Apply regression analysis within Ocient with OcientML to understand relationships in data and make predictions based on historical trends.