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23:03
YouTube
Statistics and Risk Modeling
UMAP Dimensionality Reduction in Python
UMAP is a dimensionality reduction technique that assumes the available data samples are evenly distributed across a topological space, which can be approximated from these finite data samples and mapped to a lower-dimensional space. t-SNE preserves local structure in the data, while UMAP preserves both local and most of the global structure in ...
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AI | Machine Learning | Tech on Instagram: "UMAP (Uniform Manifold Approximation and Projection) is a dimensionality reduction technique used to simplify complex, high-dimensional data—making it easier to visualize in just 2 or 3 dimensions. Imagine you have a dataset that is difficult to understand since there are many features (such as height, age, weight, etc.). UMAP projects this data for visualization, in a 2D or 3D plot for instance. UMAP works by maintaining key spatial features and hiera
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