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Ryan Curtin c8eb3dceac Overhaul documentation homepage (#3836 )

* Add pipeline to documentation homepage.

* Fix for mobile devices.

* Add little pipelines to go at the top of each page.

* Overhaul index page.

* Overhaul README to remove redundant material.

* Add installation documentation.

* Update pipelines.

* Allow nesting of deeper details.

* Add a pipeline to the top of the load/save page.

* Add prerequisites link to main pipeline.

* Add better but not finished sidebar.

* Add a couple new documentation pages.

* Fix URLs in svg.

* Incremental checkin.

* Fix Youtube URLs.

* Incremental checkin.

* Minor fixes.

* Add first pass at evaluation/deployment pages.

* Minor spacing and link fixes.

* Flesh out a number of additional pages and write basic compilation documentation.

* Fix some minor issues, and add Docker deployment page (not totally finished yet).

* Add developer documentation landing page.

* Hopefully getting close to the final set of changes here.

* Remove this documentation for now.

* Fix a few links, and the size of the sidebar.

* Fix some additional links.

* Fix a bunch more links.

* Fix another link that now has a better place.

* Refactor test-docs.sh to handle documentation that is a standalone program.

* Fix file exclusions.

* Fully qualify typename.

* Update name of file.

* Fix syntax error.

* Remove files that are not meant to be compiled.

* Also skip the quickstart.

* Move quickstart entry to the top.

* Remove gray coloring of binding documentation.

* Update name of sidebar link.

* Update to working link.

* Fix Wikipedia anchor.

2024-12-20 13:36:12 -05:00

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Transformations

Once data is loaded and any necessary preprocessing and feature extraction is done, one of mlpack's transformations can be used to transform data into a new space.

Note: this section is under construction and not all functionality is documented yet.

Matrix decompositions

Decompose a matrix into two or more components.

AMF: alternating matrix factorization
NMF: non-negative matrix factorization

Linear transformations

Linearly map a matrix onto a new basis, optionally performing dimensionality reduction.

PCA: principal components analysis
RADICAL: an independent components analysis technique

Metric learning techniques

Learn a distance metric based on a data matrix.

LMNN: large margin nearest neighbor
NCA: neighborhood components analysis

Coding techniques

Encode data points in a matrix as a combination of points in a dictionary.

LocalCoordinateCoding: local coordinate coding with dictionary learning
SparseCoding: sparse coding with dictionary learning

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