/
genindex.html
681 lines (527 loc) · 44.4 KB
/
genindex.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
<!DOCTYPE html>
<html lang="en" data-content_root="" >
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Index — Scikit-learn course</title>
<script data-cfasync="false">
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
</script>
<!-- Loaded before other Sphinx assets -->
<link href="_static/styles/theme.css?digest=8d27b9dea8ad943066ae" rel="stylesheet" />
<link href="_static/styles/bootstrap.css?digest=8d27b9dea8ad943066ae" rel="stylesheet" />
<link href="_static/styles/pydata-sphinx-theme.css?digest=8d27b9dea8ad943066ae" rel="stylesheet" />
<link href="_static/vendor/fontawesome/6.5.1/css/all.min.css?digest=8d27b9dea8ad943066ae" rel="stylesheet" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.1/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.1/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.1/webfonts/fa-regular-400.woff2" />
<link rel="stylesheet" type="text/css" href="_static/pygments.css" />
<link rel="stylesheet" href="_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
<link rel="stylesheet" type="text/css" href="_static/togglebutton.css" />
<link rel="stylesheet" type="text/css" href="_static/copybutton.css" />
<link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
<link rel="stylesheet" type="text/css" href="_static/sphinx-thebe.css" />
<link rel="stylesheet" type="text/css" href="_static/sklearn_mooc.css" />
<link rel="stylesheet" type="text/css" href="_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae" />
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=8d27b9dea8ad943066ae" />
<script src="_static/vendor/fontawesome/6.5.1/js/all.min.js?digest=8d27b9dea8ad943066ae"></script>
<script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
<script src="_static/jquery.js"></script>
<script src="_static/underscore.js"></script>
<script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
<script src="_static/doctools.js"></script>
<script src="_static/clipboard.min.js"></script>
<script src="_static/copybutton.js"></script>
<script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
<script>let toggleHintShow = 'Click to show';</script>
<script>let toggleHintHide = 'Click to hide';</script>
<script>let toggleOpenOnPrint = 'true';</script>
<script src="_static/togglebutton.js"></script>
<script async="async" kind="hypothesis" src="https://hypothes.is/embed.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script src="_static/matomo.js"></script>
<script src="_static/sklearn_mooc.js"></script>
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown';</script>
<script src="_static/design-tabs.js"></script>
<script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"
const thebe_selector = ".thebe,.cell"
const thebe_selector_input = "pre"
const thebe_selector_output = ".output, .cell_output"
</script>
<script async="async" src="_static/sphinx-thebe.js"></script>
<script>DOCUMENTATION_OPTIONS.pagename = 'genindex';</script>
<link rel="shortcut icon" href="_static/favicon.ico"/>
<link rel="index" title="Index" href="#" />
<link rel="search" title="Search" href="search.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
</head>
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
<a id="pst-skip-link" class="skip-link" href="#main-content">Skip to main content</a>
<div id="pst-scroll-pixel-helper"></div>
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
<i class="fa-solid fa-arrow-up"></i>
Back to top
</button>
<input type="checkbox"
class="sidebar-toggle"
name="__primary"
id="__primary"/>
<label class="overlay overlay-primary" for="__primary"></label>
<input type="checkbox"
class="sidebar-toggle"
name="__secondary"
id="__secondary"/>
<label class="overlay overlay-secondary" for="__secondary"></label>
<div class="search-button__wrapper">
<div class="search-button__overlay"></div>
<div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
action="search.html"
method="get">
<i class="fa-solid fa-magnifying-glass"></i>
<input type="search"
class="form-control"
name="q"
id="search-input"
placeholder="Search this book..."
aria-label="Search this book..."
autocomplete="off"
autocorrect="off"
autocapitalize="off"
spellcheck="false"/>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
</div>
<header class="bd-header navbar navbar-expand-lg bd-navbar">
</header>
<div class="bd-container">
<div class="bd-container__inner bd-page-width">
<div class="bd-sidebar-primary bd-sidebar">
<div class="sidebar-header-items sidebar-primary__section">
</div>
<div class="sidebar-primary-items__start sidebar-primary__section">
<div class="sidebar-primary-item">
<a class="navbar-brand logo" href="toc.html">
<img src="_static/scikit-learn-logo.png" class="logo__image only-light" alt="Scikit-learn course - Home"/>
<script>document.write(`<img src="_static/scikit-learn-logo.png" class="logo__image only-dark" alt="Scikit-learn course - Home"/>`);</script>
</a></div>
<div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
<div class="bd-toc-item navbar-nav active">
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="index.html">Introduction</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Machine Learning Concepts</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="ml_concepts/slides.html">🎥 Introducing machine-learning concepts</a></li>
<li class="toctree-l1"><a class="reference internal" href="ml_concepts/quiz_intro_01.html">✅ Quiz Intro.01</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">The predictive modeling pipeline</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="predictive_modeling_pipeline/predictive_modeling_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="predictive_modeling_pipeline/01_tabular_data_exploration_index.html">Tabular data exploration</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/01_tabular_data_exploration.html">First look at our dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/01_tabular_data_exploration_ex_01.html">📝 Exercise M1.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/01_tabular_data_exploration_sol_01.html">📃 Solution for Exercise M1.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="predictive_modeling_pipeline/01_tabular_data_exploration_quiz_m1_01.html">✅ Quiz M1.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="predictive_modeling_pipeline/02_numerical_pipeline_index.html">Fitting a scikit-learn model on numerical data</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_introduction.html">First model with scikit-learn</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_ex_00.html">📝 Exercise M1.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_sol_00.html">📃 Solution for Exercise M1.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_hands_on.html">Working with numerical data</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_ex_01.html">📝 Exercise M1.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_sol_01.html">📃 Solution for Exercise M1.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_scaling.html">Preprocessing for numerical features</a></li>
<li class="toctree-l2"><a class="reference internal" href="predictive_modeling_pipeline/02_numerical_pipeline_video_cross_validation.html">🎥 Validation of a model</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/02_numerical_pipeline_cross_validation.html">Model evaluation using cross-validation</a></li>
<li class="toctree-l2"><a class="reference internal" href="predictive_modeling_pipeline/02_numerical_pipeline_quiz_m1_02.html">✅ Quiz M1.02</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="predictive_modeling_pipeline/03_categorical_pipeline_index.html">Handling categorical data</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline.html">Encoding of categorical variables</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline_ex_01.html">📝 Exercise M1.04</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline_sol_01.html">📃 Solution for Exercise M1.04</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline_column_transformer.html">Using numerical and categorical variables together</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline_ex_02.html">📝 Exercise M1.05</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline_sol_02.html">📃 Solution for Exercise M1.05</a></li>
<li class="toctree-l2"><a class="reference internal" href="predictive_modeling_pipeline/03_categorical_pipeline_visualization_video.html">🎥 Visualizing scikit-learn pipelines in Jupyter</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/03_categorical_pipeline_visualization.html">Visualizing scikit-learn pipelines in Jupyter</a></li>
<li class="toctree-l2"><a class="reference internal" href="predictive_modeling_pipeline/03_categorical_pipeline_quiz_m1_03.html">✅ Quiz M1.03</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="predictive_modeling_pipeline/wrap_up_quiz.html">🏁 Wrap-up quiz 1</a></li>
<li class="toctree-l1"><a class="reference internal" href="predictive_modeling_pipeline/predictive_modeling_module_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Selecting the best model</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="overfit/overfit_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="overfit/overfit_overfitting_underfitting_index.html">Overfitting and underfitting</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="overfit/overfitting_vs_under_fitting_slides.html">🎥 Overfitting and Underfitting</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_train_test.html">Cross-validation framework</a></li>
<li class="toctree-l2"><a class="reference internal" href="overfit/overfitting_vs_under_fitting_quiz_m2_01.html">✅ Quiz M2.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="overfit/overfit_validation_learning_curves_index.html">Validation and learning curves</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="overfit/learning_validation_curves_slides.html">🎥 Comparing train and test errors</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_validation_curve.html">Overfit-generalization-underfit</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_learning_curve.html">Effect of the sample size in cross-validation</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_ex_01.html">📝 Exercise M2.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_sol_01.html">📃 Solution for Exercise M2.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="overfit/learning_validation_curves_quiz_m2_02.html">✅ Quiz M2.02</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="overfit/overfit_bias_variance_index.html">Bias versus variance trade-off</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-6"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="overfit/bias_vs_variance_slides.html">🎥 Bias versus Variance</a></li>
<li class="toctree-l2"><a class="reference internal" href="overfit/bias_vs_variance_quiz_m2_03.html">✅ Quiz M2.03</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="overfit/overfit_wrap_up_quiz.html">🏁 Wrap-up quiz 2</a></li>
<li class="toctree-l1"><a class="reference internal" href="overfit/overfit_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Hyperparameter tuning</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="tuning/parameter_tuning_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="tuning/parameter_tuning_manual_index.html">Manual tuning</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_manual.html">Set and get hyperparameters in scikit-learn</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_ex_02.html">📝 Exercise M3.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_sol_02.html">📃 Solution for Exercise M3.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="tuning/parameter_tuning_manual_quiz_m3_01.html">✅ Quiz M3.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="tuning/parameter_tuning_automated_index.html">Automated tuning</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-8"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_grid_search.html">Hyperparameter tuning by grid-search</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_randomized_search.html">Hyperparameter tuning by randomized-search</a></li>
<li class="toctree-l2"><a class="reference internal" href="tuning/parameter_tuning_parallel_plot_video.html">🎥 Analysis of hyperparameter search results</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_parallel_plot.html">Analysis of hyperparameter search results</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_nested.html">Evaluation and hyperparameter tuning</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_ex_03.html">📝 Exercise M3.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/parameter_tuning_sol_03.html">📃 Solution for Exercise M3.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="tuning/parameter_tuning_automated_quiz_m3_02.html">✅ Quiz M3.02</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="tuning/parameter_tuning_wrap_up_quiz.html">🏁 Wrap-up quiz 3</a></li>
<li class="toctree-l1"><a class="reference internal" href="tuning/parameter_tuning_module_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Linear models</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="linear_models/linear_models_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="linear_models/linear_models_intuitions_index.html">Intuitions on linear models</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-9"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="linear_models/linear_models_slides.html">🎥 Intuitions on linear models</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_regression_without_sklearn.html">Linear regression without scikit-learn</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_ex_01.html">📝 Exercise M4.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_sol_01.html">📃 Solution for Exercise M4.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_regression_in_sklearn.html">Linear regression using scikit-learn</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/logistic_regression.html">Linear models for classification</a></li>
<li class="toctree-l2"><a class="reference internal" href="linear_models/linear_models_quiz_m4_01.html">✅ Quiz M4.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="linear_models/linear_models_non_linear_index.html">Non-linear feature engineering for linear models</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-10"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_regression_non_linear_link.html">Non-linear feature engineering for Linear Regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_ex_02.html">📝 Exercise M4.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_sol_02.html">📃 Solution for Exercise M4.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_feature_engineering_classification.html">Non-linear feature engineering for Logistic Regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_ex_03.html">📝 Exercise M4.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_sol_03.html">📃 Solution for Exercise M4.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="linear_models/linear_models_quiz_m4_02.html">✅ Quiz M4.02</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="linear_models/linear_models_regularization_index.html">Regularization in linear model</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-11"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="linear_models/regularized_linear_models_slides.html">🎥 Intuitions on regularized linear models</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_regularization.html">Regularization of linear regression model</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_ex_04.html">📝 Exercise M4.04</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/linear_models_sol_04.html">📃 Solution for Exercise M4.04</a></li>
<li class="toctree-l2"><a class="reference internal" href="linear_models/linear_models_quiz_m4_03.html">✅ Quiz M4.03</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="linear_models/linear_models_wrap_up_quiz.html">🏁 Wrap-up quiz 4</a></li>
<li class="toctree-l1"><a class="reference internal" href="linear_models/linear_models_module_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Decision tree models</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="trees/trees_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="trees/trees_intuitions_index.html">Intuitions on tree-based models</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-12"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="trees/slides.html">🎥 Intuitions on tree-based models</a></li>
<li class="toctree-l2"><a class="reference internal" href="trees/trees_quiz_m5_01.html">✅ Quiz M5.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="trees/trees_classification_index.html">Decision tree in classification</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-13"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_classification.html">Build a classification decision tree</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_ex_01.html">📝 Exercise M5.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_sol_01.html">📃 Solution for Exercise M5.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="trees/trees_quiz_m5_02.html">✅ Quiz M5.02</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="trees/trees_regression_index.html">Decision tree in regression</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_regression.html">Decision tree for regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_ex_02.html">📝 Exercise M5.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_sol_02.html">📃 Solution for Exercise M5.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="trees/trees_quiz_m5_03.html">✅ Quiz M5.03</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="trees/trees_hyperparameters_index.html">Hyperparameters of decision tree</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_hyperparameters.html">Importance of decision tree hyperparameters on generalization</a></li>
<li class="toctree-l2"><a class="reference internal" href="trees/trees_quiz_m5_04.html">✅ Quiz M5.04</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="trees/trees_wrap_up_quiz.html">🏁 Wrap-up quiz 5</a></li>
<li class="toctree-l1"><a class="reference internal" href="trees/trees_module_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Ensemble of models</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="ensemble/ensemble_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="ensemble/ensemble_bootstrap_index.html">Ensemble method using bootstrapping</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-16"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="ensemble/bagging_slides.html">🎥 Intuitions on ensemble models: bagging</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_introduction.html">Introductory example to ensemble models</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_bagging.html">Bagging</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_ex_01.html">📝 Exercise M6.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_sol_01.html">📃 Solution for Exercise M6.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_random_forest.html">Random forests</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_ex_02.html">📝 Exercise M6.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_sol_02.html">📃 Solution for Exercise M6.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="ensemble/ensemble_quiz_m6_01.html">✅ Quiz M6.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="ensemble/ensemble_boosting_index.html">Ensemble based on boosting</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-17"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="ensemble/boosting_slides.html">🎥 Intuitions on ensemble models: boosting</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_adaboost.html">Adaptive Boosting (AdaBoost)</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_gradient_boosting.html">Gradient-boosting decision tree (GBDT)</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_ex_03.html">📝 Exercise M6.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_sol_03.html">📃 Solution for Exercise M6.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_hist_gradient_boosting.html">Speeding-up gradient-boosting</a></li>
<li class="toctree-l2"><a class="reference internal" href="ensemble/ensemble_quiz_m6_02.html">✅ Quiz M6.02</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="ensemble/ensemble_hyperparameters_index.html">Hyperparameter tuning with ensemble methods</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-18"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_hyperparameters.html">Hyperparameter tuning</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_ex_04.html">📝 Exercise M6.04</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/ensemble_sol_04.html">📃 Solution for Exercise M6.04</a></li>
<li class="toctree-l2"><a class="reference internal" href="ensemble/ensemble_quiz_m6_03.html">✅ Quiz M6.03</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="ensemble/ensemble_wrap_up_quiz.html">🏁 Wrap-up quiz 6</a></li>
<li class="toctree-l1"><a class="reference internal" href="ensemble/ensemble_module_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Evaluating model performance</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="evaluation/evaluation_module_intro.html">Module overview</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="evaluation/cross_validation_baseline_index.html">Comparing a model with simple baselines</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-19"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_baseline.html">Comparing model performance with a simple baseline</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_ex_02.html">📝 Exercise M7.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_sol_02.html">📃 Solution for Exercise M7.01</a></li>
<li class="toctree-l2"><a class="reference internal" href="evaluation/evaluation_quiz_m7_01.html">✅ Quiz M7.01</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="evaluation/cross_validation_choices_index.html">Choice of cross-validation</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-20"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_stratification.html">Stratification</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_grouping.html">Sample grouping</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_time.html">Non i.i.d. data</a></li>
<li class="toctree-l2"><a class="reference internal" href="evaluation/evaluation_quiz_m7_02.html">✅ Quiz M7.02</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="evaluation/cross_validation_nested_index.html">Nested cross-validation</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-21"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/cross_validation_nested.html">Nested cross-validation</a></li>
<li class="toctree-l2"><a class="reference internal" href="evaluation/evaluation_quiz_m7_03.html">✅ Quiz M7.03</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="evaluation/metrics_classification_index.html">Classification metrics</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-22"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/metrics_classification.html">Classification</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/metrics_ex_01.html">📝 Exercise M7.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/metrics_sol_01.html">📃 Solution for Exercise M7.02</a></li>
<li class="toctree-l2"><a class="reference internal" href="evaluation/evaluation_quiz_m7_04.html">✅ Quiz M7.04</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="evaluation/metrics_regression_index.html">Regression metrics</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-23"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/metrics_regression.html">Regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/metrics_ex_02.html">📝 Exercise M7.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/metrics_sol_02.html">📃 Solution for Exercise M7.03</a></li>
<li class="toctree-l2"><a class="reference internal" href="evaluation/evaluation_quiz_m7_05.html">✅ Quiz M7.05</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="evaluation/evaluation_wrap_up_quiz.html">🏁 Wrap-up quiz 7</a></li>
<li class="toctree-l1"><a class="reference internal" href="evaluation/evaluation_module_take_away.html">Main take-away</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Concluding remarks</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="concluding_remarks_video.html">🎥 Concluding remarks</a></li>
<li class="toctree-l1"><a class="reference internal" href="concluding_remarks.html">Concluding remarks</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Appendix</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="appendix/glossary.html">Glossary</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="appendix/datasets_intro.html">Datasets description</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-24"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/trees_dataset.html">The penguins datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/datasets_adult_census.html">The adult census dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/datasets_california_housing.html">The California housing dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/datasets_ames_housing.html">The Ames housing dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/datasets_blood_transfusion.html">The blood transfusion dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/datasets_bike_rides.html">The bike rides dataset</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="appendix/acknowledgement.html">Acknowledgement</a></li>
<li class="toctree-l1"><a class="reference internal" href="appendix/notebook_timings.html">Notebook timings</a></li>
<li class="toctree-l1"><a class="reference internal" href="appendix/toc_redirect.html">Table of contents</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🚧 Feature selection</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="feature_selection/feature_selection_module_intro.html">Module overview</a></li>
<li class="toctree-l1"><a class="reference internal" href="python_scripts/feature_selection_introduction.html">Benefits of using feature selection</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="feature_selection/feature_selection_limitation_index.html">Caveats of feature selection</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-25"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/feature_selection_ex_01.html">📝 Exercise 01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/feature_selection_sol_01.html">📃 Solution for Exercise 01</a></li>
<li class="toctree-l2"><a class="reference internal" href="python_scripts/feature_selection_limitation_model.html">Limitation of selecting feature using a model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="feature_selection/feature_selection_module_take_away.html">Main take-away</a></li>
<li class="toctree-l1"><a class="reference internal" href="feature_selection/feature_selection_quiz.html">✅ Quiz</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🚧 Interpretation</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="python_scripts/dev_features_importance.html">Feature importance</a></li>
<li class="toctree-l1"><a class="reference internal" href="interpretation/interpretation_quiz.html">✅ Quiz</a></li>
</ul>
</div>
</nav></div>
</div>
<div class="sidebar-primary-items__end sidebar-primary__section">
</div>
<div id="rtd-footer-container"></div>
</div>
<main id="main-content" class="bd-main">
<div class="sbt-scroll-pixel-helper"></div>
<div class="bd-content">
<div class="bd-article-container">
<div class="bd-header-article">
<div class="header-article-items header-article__inner">
<div class="header-article-items__start">
<div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
<span class="fa-solid fa-bars"></span>
</label></div>
</div>
<div class="header-article-items__end">
<div class="header-article-item">
<div class="article-header-buttons">
<div class="dropdown dropdown-source-buttons">
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<ul class="dropdown-menu">
<li><a href="https://github.com/INRIA/scikit-learn-mooc" target="_blank"
class="btn btn-sm btn-source-repository-button dropdown-item"
title="Source repository"
data-bs-placement="left" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="btn__text-container">Repository</span>
</a>
</li>
<li><a href="https://github.com/INRIA/scikit-learn-mooc/issues/new?title=Issue%20on%20page%20%2Fgenindex.html&body=Your%20issue%20content%20here." target="_blank"
class="btn btn-sm btn-source-issues-button dropdown-item"
title="Open an issue"
data-bs-placement="left" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="btn__text-container">Open issue</span>
</a>
</li>
</ul>
</div>
<button onclick="toggleFullScreen()"
class="btn btn-sm btn-fullscreen-button"
title="Fullscreen mode"
data-bs-placement="bottom" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<script>
document.write(`
<button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
<span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
<span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
</button>
`);
</script>
<script>
document.write(`
<button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
</button>
`);
</script>
</div></div>
</div>
</div>
</div>
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<div id="searchbox"></div>
<article class="bd-article">
<h1 id="index">Index</h1>
<div class="genindex-jumpbox">
</div>
</article>
<footer class="prev-next-footer">
<div class="prev-next-area">
</div>
</footer>
</div>
<div class="bd-sidebar-secondary bd-toc"></div>
</div>
<footer class="bd-footer-content">
<div class="bd-footer-content__inner container">
<div class="footer-item">
<p class="component-author">
By scikit-learn developers
</p>
</div>
<div class="footer-item">
<p class="copyright">
© Copyright 2022-2024.
<br/>
</p>
</div>
<div class="footer-item">
</div>
<div class="footer-item">
<div class="extra_footer">
<div>
<div class="mooc_add">
<a href="https://www.fun-mooc.fr/en/courses/machine-learning-python-scikit-learn">Join the full MOOC for better learning!</a>
</div>
Brought to you under a <a href="https://github.com/INRIA/scikit-learn-mooc/blob/main/LICENSE">CC-BY License</a> by
<a href="https://learninglab.inria.fr">Inria Learning Lab</a>,
<a href="https://scikit-learn.fondation-inria.fr">scikit-learn @ La Fondation Inria</a>,
<a href="https://www.inria-academy.fr/formation/scikit-learn-la-boite-a-outils-de-lapprentissage-automatique/">Inria Academy</a>,
with many thanks to the <a href="https://scikit-learn.org">scikit-learn</a> community as a whole!
</div>
</div>
</div>
</div>
</footer>
</main>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae"></script>
<script src="_static/scripts/pydata-sphinx-theme.js?digest=8d27b9dea8ad943066ae"></script>
<footer class="bd-footer">
</footer>
</body>
</html>