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update docs
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docs/conf.py

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intersphinx_mapping = {
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"python": ("https://docs.python.org/{.major}".format(sys.version_info), None),
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"numpy": ("https://docs.scipy.org/doc/numpy/", None),
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"scikit-learn": ("https://scikit-learn.org/stable/modules/classes.html", None),
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"scikit-learn": ("https://scikit-learn.org/stable/", None),
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}
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templates_path = ["_templates"]

docs/examples.rst

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Demo_spiral.ipynb
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Benchmark_MNIST.ipynb
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Benchmark_recall.ipynb
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Benchmark_sensitivity.ipynb

docs/index.rst

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All three classes support several downstream tasks.
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.. code:: python
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# Dimensionality reduction
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# - Creates fitted UMAP or TSNE models from the computed manifold graph.
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projector = model.umap(n_components=2) # or

pyproject.toml

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[project.optional-dependencies]
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tests = ["pytest"]
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docs = [
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"sphinx >= 8",
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# "sphinx >= 8.2", assume CI/CD system has latest version
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"nbsphinx >= 0.9",
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"sphinx_rtd_theme >= 2.0",
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"matplotlib >= 3.8",

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