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Pushing the docs to _pst_preview/ for branch: new_web_theme, commit a9d8f103c7544ad52ece9057cc98b9208447ff8d
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_pst_preview/.buildinfo

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# Sphinx build info version 1
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# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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config: 944134de34d7115406f3afe04b120a2c
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config: 1e442cc8803d396db4383208272980af
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tags: 645f666f9bcd5a90fca523b33c5a78b7

_pst_preview/_changed.html

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_pst_preview/_downloads/006fc185672e58b056a5c134db26935c/plot_coin_segmentation.ipynb

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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.18"
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"version": "3.9.19"
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}
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},
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"nbformat": 4,

_pst_preview/_downloads/00ae629d652473137a3905a5e08ea815/plot_iris_dtc.py

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We also show the tree structure of a model built on all of the features.
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"""
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# %%
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# First load the copy of the Iris dataset shipped with scikit-learn:
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from sklearn.datasets import load_iris

_pst_preview/_downloads/02d88d76c60b7397c8c6e221b31568dd/plot_grid_search_refit_callable.py

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pipe = Pipeline(
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[
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("reduce_dim", PCA(random_state=42)),
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("classify", LinearSVC(random_state=42, C=0.01, dual="auto")),
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("classify", LinearSVC(random_state=42, C=0.01)),
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]
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)
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_pst_preview/_downloads/02f111fb3dd79805b161e14c564184fc/plot_sgd_comparison.ipynb

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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.18"
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"version": "3.9.19"
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}
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},
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"nbformat": 4,

_pst_preview/_downloads/036b9372e2e7802453cbb994da7a6786/plot_linearsvc_support_vectors.py

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plt.figure(figsize=(10, 5))
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for i, C in enumerate([1, 100]):
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# "hinge" is the standard SVM loss
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clf = LinearSVC(C=C, loss="hinge", random_state=42, dual="auto").fit(X, y)
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clf = LinearSVC(C=C, loss="hinge", random_state=42).fit(X, y)
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# obtain the support vectors through the decision function
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decision_function = clf.decision_function(X)
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# we can also calculate the decision function manually

_pst_preview/_downloads/0486bf9e537e44cedd2a236d034bcd90/plot_pcr_vs_pls.ipynb

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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.18"
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"version": "3.9.19"
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}
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},
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"nbformat": 4,

_pst_preview/_downloads/055e8313e28f2f3b5fd508054dfe5fe0/plot_roc_crossval.ipynb

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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.18"
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"version": "3.9.19"
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}
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},
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"nbformat": 4,

_pst_preview/_downloads/05ca8a4e90b4cc2acd69f9e24b4a1f3a/plot_classifier_chain_yeast.ipynb

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"name": "python",
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"nbconvert_exporter": "python",
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"version": "3.9.18"
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"version": "3.9.19"
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}
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},
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"nbformat": 4,

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