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6:39
YouTube
Adrien Leroy
UMAP Algorithm Overview
Quick UMAP Algorithm Overview for a Msc Presentation at Sorbonne université, Paris. (Sorbonne University Bioinformatics and modelling BIM, year 2020/2021) Script to make the 3d animations presented in the videos, and generate the data is available at: https://github.com/LeroyAdrien/UMAP
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PCA, t-SNE, and UMAP are key techniques in bioinformatics and machine learning that simplify complex biological data and reveal hidden patterns. 🔍 PCA: Reduces dimensionality by identifying key features and trends, ideal for data exploration. 📍 t-SNE: Preserves local similarities to uncover clusters and subgroups in non-linear data. 🌐 UMAP: Balances speed and accuracy, maintaining both local and global structures for large, interpretable datasets. These techniques are essential for AI and ML
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