A Role for Topology in Data Science: The mathematical discipline of topology offers a new approach to data analysis that is especially important in today’s world of complex, high-dimensional, noisy data. Topological methods extend and enhance traditional machine learning techniques to enable more nuanced data exploration, more refined segmentation, and more effective modeling. This talk will describe a topological method for detecting the underlying shape of any dataset, then give examples applying this technique in practice.
Session Summary
A Role for Topology in Data Science
MLconf 2015 San Francisco
Allison Gilmore
Ayasdi
Data Scientist
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