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PDF Editor FAQ

What are self-organizing maps? How do they work?

You might find decent presentation on Wikipedia. A very entertraining book is the one belonging to the author himself: Self-Organizing Maps: Teuvo Kohonen.However, one might be interested in possible relationship between Kohonen's SOM and Johnson–Lindenstrauss lemma.

Where do I find a notebook or example of Kohonen Maps for non-image - unsupervised learning?

Here is a 3-dimensional example:Fast self-organizing maps in Python with SomocluI don’t know how it scales to the 10-dimensional diabetes data set, but you can try.Here’s a paper about using a Kohonen map for identifying topical strucutre:Visualizing the Topical Structure of the Medical Sciences: A Self-Organizing Map Approach

Are there any good python implementations of Kohonen Self-Organizing Maps and Neural Gas?

There are a few Python packages providing Kohonen and Neural Gas implementations:kohonen Kohonen via PyMVPANeural Gas via MDP (example)Hope this helps!

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