.. _overview:

==========================
Overview
==========================

DASF offers a wide range of Machine learning algorithms. Below, a table of
implemented algorithms and the respective infra-structure.

Implemented Machine Learning Algorithms
-----------------------------------------

The table below is a list of supported machine learning algorithms by DASF framework.

+--------------------------+---------+---------+---------------+---------------+
|     **ML Algorithm**     | **CPU** | **GPU** | **Multi-CPU** | **Multi-GPU** |
+==========================+=========+=========+===============+===============+
| K-Means                  |    ✓    |    ✓    |       ✓       |       ✓       |
+--------------------------+---------+---------+---------------+---------------+
| SOM                      |    ✓    |    ✓    |       ✓       |       ✓       |
+--------------------------+---------+---------+---------------+---------------+
| Agglomerative Clustering |    ✓    |    ✓    |       ✗       |       ✗       |
+--------------------------+---------+---------+---------------+---------------+
| DBSCAN                   |    ✓    |    ✓    |       ✗       |       ✓       |
+--------------------------+---------+---------+---------------+---------------+
| HDBSCAN                  |    ✓    |    ✓    |       ✗       |       ✗       |
+--------------------------+---------+---------+---------------+---------------+
| Gaussian Mixture Models  |    ✓    |    ✗    |       ✗       |       ✗       |
+--------------------------+---------+---------+---------------+---------------+
| PCA                      |    ✓    |    ✓    |       ✓       |       ✓       |
+--------------------------+---------+---------+---------------+---------------+