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Tags: umap* + machine learning*

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1. I Was Wrong: Start Simple, Then Move to More Complex

   The author discusses a shift in approach to clustering mixed data, advocating for starting with the simpler Gower distance metric before resorting to more complex embedding techniques like UMAP. They introduce 'Gower Express', an optimized and accelerated implementation of Gower.

   2025-09-05 Tags: clustering, data science, machine learning, gower distance, umap, gower express, mixed data, python, scikit-learn, data analysis, shrunk by klotz
2. Command Line Utility | Embedding Atlas

   This page details the command-line utility for the Embedding Atlas, a tool for exploring large text datasets with metadata. It covers installation, data loading (local and Hugging Face), visualization of embeddings using SentenceTransformers and UMAP, and usage instructions with available options.

   2025-08-13 Tags: embedding, text, data, visualization, umap, sentence transformers, command line, hugging face, parquet, duckdb by klotz
3. Clustering sentence embeddings to identify intents in short text | by David Borrelli | Oct, 2021 | Towards Data Science

   2021-10-20 Tags: embedding, intent, umap, hdbscan, classification, machine learning by klotz
4. Dimensionality reduction for visualizing single-cell data using UMAP | Nature Biotechnology

   2019-03-18 Tags: dimensionality reduction, umap, biology, machine learning by klotz
5. A machine learning approach helps sort and label cell clusters in multiple dimensions

   2019-03-18 Tags: umap, dimensionality reduction, machine learning, deep learning by klotz
6. Powerful machine-learning technique enables biologists to analyze enormous data sets

   2019-03-18 Tags: umap, clustering, dimensionality, deep learning, machine learning, biology by klotz
7. UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction — umap 0.3 documentation

   2018-10-09 Tags: python, umap, dimensionality reduction, machine learning, documentation by klotz
8. GitHub - lmcinnes/umap: Uniform Manifold Approximation and Projection

   Alternative to t-SNE and PCA

   2018-10-09 Tags: umap, visualization, dimensionality reduction, python, embedding, machine learning, t-sne, pca by klotz

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