# Examples Gallery

Welcome to the notebook gallery for coco-pipe. Here you will find sample scripts and examples demonstrating how to use the toolbox.

Visualizing Dynamics: Velocity Embeddings

Visualizing Dynamics: Velocity Embeddings

Benchmarking Dimensionality Reduction: The Epistemology of Embeddings

Benchmarking Dimensionality Reduction: The Epistemology of Embeddings

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Minimal descriptors example with explicit NumPy inputs.

Report Generation Demo

Report Generation Demo

Iterative Balancing Demo

Iterative Balancing Demo

Benchmark Dimensionality Reduction Methods

Benchmark Dimensionality Reduction Methods

Scientific vs. Generic Dimensionality Reduction

Scientific vs. Generic Dimensionality Reduction

End-to-End Pipeline Demo

End-to-End Pipeline Demo

Data Structures Demo

Data Structures Demo

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Compare PHATE and UMAP dimensionality reduction methods on MNIST and

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Compare different dimension reduction methods on MNIST and Fashion-MNIST datasets.