UMAP download for Linux

This is the Linux app named UMAP whose latest release can be downloaded as release-0.5.9.post2sourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.

 
 

Download and run online this app named UMAP with OnWorks for free.

Follow these instructions in order to run this app:

- 1. Downloaded this application in your PC.

- 2. Enter in our file manager https://www.onworks.net/myfiles.php?username=XXXXX with the username that you want.

- 3. Upload this application in such filemanager.

- 4. Start the OnWorks Linux online or Windows online emulator or MACOS online emulator from this website.

- 5. From the OnWorks Linux OS you have just started, goto our file manager https://www.onworks.net/myfiles.php?username=XXXXX with the username that you want.

- 6. Download the application, install it and run it.

SCREENSHOTS:


UMAP


DESCRIPTION:

Uniform Manifold Approximation and Projection (UMAP) is a dimension reduction technique that can be used for visualization similarly to t-SNE, but also for general non-linear dimension reduction. It is possible to model the manifold with a fuzzy topological structure. The embedding is found by searching for a low-dimensional projection of the data that has the closest possible equivalent fuzzy topological structure. First of all UMAP is fast. It can handle large datasets and high dimensional data without too much difficulty, scaling beyond what most t-SNE packages can manage. This includes very high dimensional sparse datasets. UMAP has successfully been used directly on data with over a million dimensions. Second, UMAP scales well in the embedding dimension—it isn't just for visualization. You can use UMAP as a general-purpose dimension reduction technique as a preliminary step to other machine learning tasks.



Features

  • The data is uniformly distributed on a Riemannian manifold
  • Documentation available
  • The Riemannian metric is locally constant (or can be approximated as such)
  • The manifold is locally connected
  • UMAP depends upon scikit-learn, and thus scikit-learn's dependencies
  • Examples included


Programming Language

Python


Categories

Machine Learning

This is an application that can also be fetched from https://sourceforge.net/projects/umap.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.



Latest Linux & Windows online programs


Categories to download Software & Programs for Windows & Linux