Manify: A Python Library for Learning Non-Euclidean Representations
Fuente:
arXiv
Gespeichert in:
| Hauptverfasser: | , , , , |
|---|---|
| Format: | Preprint |
| Veröffentlicht: |
2025
|
| Schlagworte: | |
| Online-Zugang: | |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| _version_ | 1866912487012564992 |
|---|---|
| author | Chlenski, Philippe Du, Kaizhu Satow, Dylan Khan, Raiyan R. Pe'er, Itsik |
| author_facet | Chlenski, Philippe Du, Kaizhu Satow, Dylan Khan, Raiyan R. Pe'er, Itsik |
| contents | We present Manify, an open-source Python library for non-Euclidean representation learning. Leveraging manifold learning techniques, Manify provides tools for learning embeddings in (products of) non-Euclidean spaces, performing classification and regression with data that lives in such spaces, estimating the curvature of a manifold, and more. Manify aims to advance research and applications in machine learning by offering a comprehensive suite of tools for manifold-based data analysis. Our source code, examples, and documentation are available at https://github.com/pchlenski/manify. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2503_09576 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Manify: A Python Library for Learning Non-Euclidean Representations Chlenski, Philippe Du, Kaizhu Satow, Dylan Khan, Raiyan R. Pe'er, Itsik Machine Learning We present Manify, an open-source Python library for non-Euclidean representation learning. Leveraging manifold learning techniques, Manify provides tools for learning embeddings in (products of) non-Euclidean spaces, performing classification and regression with data that lives in such spaces, estimating the curvature of a manifold, and more. Manify aims to advance research and applications in machine learning by offering a comprehensive suite of tools for manifold-based data analysis. Our source code, examples, and documentation are available at https://github.com/pchlenski/manify. |
| title | Manify: A Python Library for Learning Non-Euclidean Representations |
| topic | Machine Learning |
| url | https://arxiv.org/abs/2503.09576 |