-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathindex.html
More file actions
678 lines (609 loc) · 44.7 KB
/
index.html
File metadata and controls
678 lines (609 loc) · 44.7 KB
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
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Scikit-learn Central — Packages & Use Cases</title>
<meta name="description" content="The official scikit-learn ecosystem catalog and real-world use case explorer, by :probabl.">
<link rel="shortcut icon" href="/images/favicon.ico" />
<!-- Open Graph / Social sharing -->
<meta property="og:type" content="website">
<meta property="og:site_name" content="Scikit-learn Central">
<meta property="og:url" content="https://scikit-learn-central.probabl.ai/">
<meta property="og:title" content="Scikit-learn Central by Probabl.ai — Packages & Use Cases">
<meta property="og:description" content="The official scikit-learn ecosystem catalog and real-world use case explorer, by Probabl.ai Browse compatible packages, discover ML use cases, and see sample code instantly.">
<meta property="og:image" content="https://scikit-learn-central.probabl.ai/images/og-image-1200x630.png">
<meta property="og:image:width" content="1200">
<meta property="og:image:height" content="630">
<meta property="og:image:alt" content="Scikit-learn Central — ecosystem catalog and use case explorer by Probabl.ai">
<meta property="og:locale" content="en_US">
<!-- Twitter / X Card -->
<meta name="twitter:card" content="summary_large_image">
<meta name="twitter:title" content="Scikit-learn Central by Probabl.ai — Packages & Use Cases">
<meta name="twitter:description" content="Browse the scikit-learn ecosystem: compatible packages, real-world ML use cases, and sample code. By Probabl.ai">
<meta name="twitter:image" content="https://scikit-learn-central.probabl.ai/images/og-image-1200x630.png">
<meta name="twitter:image:alt" content="Scikit-learn Central — ecosystem catalog and use case explorer by Probabl.ai">
<script async src="https://b.probabl.ai/pb.min.js"></script>
<!-- Fonts -->
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Geist+Mono:wght@300;400;500;600;700&family=Geist:wght@300;400;500;600;700&display=swap" rel="stylesheet">
<!-- Font Awesome -->
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" crossorigin="anonymous">
<!-- Highlight.js -->
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/styles/atom-one-dark.min.css">
<script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/highlight.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/languages/python.min.js"></script>
<!-- Design System & Components -->
<link rel="stylesheet" href="css/design-system.css">
<link rel="stylesheet" href="css/components.css">
<style>
/* Sticky stacking: header → view-tabs → filter-bar */
.view-tabs { position: sticky; top: var(--header-h); z-index: 190; }
.filter-bar { position: sticky; top: calc(var(--header-h) + 40px); z-index: 180; }
</style>
</head>
<body>
<!-- ═══════════════════════════════════════════════════════
HEADER
═══════════════════════════════════════════════════════ -->
<header class="app-header">
<div class="app-header__inner">
<div class="app-header__brand">
<div class="app-header__logo-wrap">
<img
src="https://scikit-learn.org/stable/_static/scikit-learn-logo-notext.png"
alt="scikit-learn"
onerror="this.onerror=null;this.src='https://upload.wikimedia.org/wikipedia/commons/0/05/Scikit_learn_logo_small.svg';"
>
</div>
<div class="app-header__titles">
<h1 class="app-header__title">Scikit-learn Central</h1>
<span class="app-header__subtitle">Ecosystem catalog & use case explorer · by <strong>:probabl.</strong></span>
</div>
</div>
<div class="app-header__actions">
<a href="https://probabl.ai" class="btn btn--ghost btn--sm">
<i class="fas fa-globe"></i> probabl.ai
</a>
<a href="https://scikit-learn.org" target="_blank" class="btn btn--ghost btn--sm">
<i class="fas fa-globe"></i> scikit-learn.org
</a>
<!-- Label switches between "Submit Package" and "Submit Use Case" -->
<button id="btn-submit" class="btn btn--primary btn--sm">
<i class="fas fa-plus"></i>
<span id="btn-submit-label">Submit Package</span>
</button>
</div>
</div>
</header>
<!-- ═══════════════════════════════════════════════════════
VIEW TABS
═══════════════════════════════════════════════════════ -->
<nav class="view-tabs" role="tablist">
<button class="view-tab is-active" data-view="catalog" role="tab">
<i class="fas fa-cubes"></i> Ecosystem Catalog
<span class="view-tab__count">—</span>
</button>
<button class="view-tab" data-view="use-cases" role="tab">
<i class="fas fa-lightbulb"></i> Use Cases
<span class="view-tab__count">—</span>
</button>
<button class="view-tab" data-view="releases" role="tab">
<i class="fas fa-tag"></i> scikit-learn releases
<span class="view-tab__count">—</span>
</button>
<button class="view-tab" data-view="about" role="tab">
<i class="fas fa-info-circle"></i> About
</button>
</nav>
<!-- ═══════════════════════════════════════════════════════
CATALOG FILTER BAR
═══════════════════════════════════════════════════════ -->
<div class="filter-bar" id="catalog-filter-bar">
<div class="filter-bar__inner">
<!-- Search -->
<div class="filter-bar__search">
<i class="fas fa-search filter-bar__search-icon"></i>
<input
type="search"
id="search-input"
class="search-input"
placeholder="Search packages…"
autocomplete="off"
spellcheck="false"
>
</div>
<!-- Filter dropdowns -->
<div class="filter-bar__groups">
<!-- Nature -->
<div class="filter-group" id="fg-nature">
<button class="filter-btn" data-group="fg-nature" type="button">
Nature
<span class="filter-btn__badge" id="fb-badge-nature" style="display:none">0</span>
<i class="fas fa-chevron-down"></i>
</button>
<div class="filter-panel" id="fp-nature">
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="nature" data-filter-val="library">
<span class="filter-panel__label">Library</span>
<span class="filter-panel__count" data-count="nature:library">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="nature" data-filter-val="extension">
<span class="filter-panel__label">Extension</span>
<span class="filter-panel__count" data-count="nature:extension">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="nature" data-filter-val="application">
<span class="filter-panel__label">Application</span>
<span class="filter-panel__count" data-count="nature:application">—</span>
</label>
</div>
</div>
<!-- Scope -->
<div class="filter-group" id="fg-scope">
<button class="filter-btn" data-group="fg-scope" type="button">
Scope
<span class="filter-btn__badge" id="fb-badge-scope" style="display:none">0</span>
<i class="fas fa-chevron-down"></i>
</button>
<div class="filter-panel" id="fp-scope">
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="scope" data-filter-val="core">
<span class="filter-panel__label">Core</span>
<span class="filter-panel__count" data-count="scope:core">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="scope" data-filter-val="incremental">
<span class="filter-panel__label">Incremental</span>
<span class="filter-panel__count" data-count="scope:incremental">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="scope" data-filter-val="verticalized">
<span class="filter-panel__label">Verticalized</span>
<span class="filter-panel__count" data-count="scope:verticalized">—</span>
</label>
</div>
</div>
<!-- License -->
<div class="filter-group" id="fg-license">
<button class="filter-btn" data-group="fg-license" type="button">
License
<span class="filter-btn__badge" id="fb-badge-license" style="display:none">0</span>
<i class="fas fa-chevron-down"></i>
</button>
<div class="filter-panel" id="fp-license">
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="license" data-filter-val="MIT">
<span class="filter-panel__label">MIT</span>
<span class="filter-panel__count" data-count="license:MIT">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="license" data-filter-val="BSD-3-Clause">
<span class="filter-panel__label">BSD-3-Clause</span>
<span class="filter-panel__count" data-count="license:BSD-3-Clause">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="license" data-filter-val="BSD-2-Clause">
<span class="filter-panel__label">BSD-2-Clause</span>
<span class="filter-panel__count" data-count="license:BSD-2-Clause">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="license" data-filter-val="Apache-2.0">
<span class="filter-panel__label">Apache-2.0</span>
<span class="filter-panel__count" data-count="license:Apache-2.0">—</span>
</label>
<label class="filter-panel__item filter-option">
<input type="checkbox" data-filter-key="license" data-filter-val="GPL-3.0">
<span class="filter-panel__label">GPL-3.0</span>
<span class="filter-panel__count" data-count="license:GPL-3.0">—</span>
</label>
</div>
</div>
</div><!-- /filter-bar__groups -->
<!-- Sort + Clear -->
<div class="filter-bar__end">
<select id="sort-select" class="sort-select--inline" title="Sort by">
<option value="ranking" selected>Sort: Fit Score</option>
<option value="stars">Sort: Stars</option>
<option value="downloads">Sort: Monthly Downloads</option>
<option value="name">Sort: Name A–Z</option>
</select>
<button class="filter-bar__clear" id="catalog-clear-btn" onclick="resetFilters()">Clear all</button>
</div>
</div><!-- /filter-bar__inner -->
<!-- Active filter chips -->
<div id="active-filters" class="chips-bar" aria-label="Active catalog filters"></div>
</div><!-- /catalog-filter-bar -->
<!-- ═══════════════════════════════════════════════════════
USE-CASES FILTER BAR
═══════════════════════════════════════════════════════ -->
<div class="filter-bar" id="uc-filter-bar" style="display:none">
<div class="filter-bar__inner">
<!-- Search -->
<div class="filter-bar__search">
<i class="fas fa-search filter-bar__search-icon"></i>
<input
type="search"
id="uc-search-input"
class="search-input"
placeholder="Search use cases…"
autocomplete="off"
spellcheck="false"
>
</div>
<!-- Filter dropdowns -->
<div class="filter-bar__groups">
<!-- Industry -->
<div class="filter-group" id="fg-industry">
<button class="filter-btn" data-group="fg-industry" type="button">
Industry
<span class="filter-btn__badge" id="fb-badge-industry" style="display:none">0</span>
<i class="fas fa-chevron-down"></i>
</button>
<div class="filter-panel filter-panel--wide" id="fp-industry">
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="banking"><span class="filter-panel__label">Banking</span><span class="filter-panel__count" data-uc-count="industry:banking">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="insurance"><span class="filter-panel__label">Insurance</span><span class="filter-panel__count" data-uc-count="industry:insurance">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="healthcare"><span class="filter-panel__label">Healthcare</span><span class="filter-panel__count" data-uc-count="industry:healthcare">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="retail"><span class="filter-panel__label">Retail</span><span class="filter-panel__count" data-uc-count="industry:retail">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="e-commerce"><span class="filter-panel__label">E-Commerce</span><span class="filter-panel__count" data-uc-count="industry:e-commerce">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="manufacturing"><span class="filter-panel__label">Manufacturing</span><span class="filter-panel__count" data-uc-count="industry:manufacturing">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="telecom"><span class="filter-panel__label">Telecom</span><span class="filter-panel__count" data-uc-count="industry:telecom">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="energy"><span class="filter-panel__label">Energy</span><span class="filter-panel__count" data-uc-count="industry:energy">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="logistics"><span class="filter-panel__label">Logistics</span><span class="filter-panel__count" data-uc-count="industry:logistics">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="hr"><span class="filter-panel__label">HR / People</span><span class="filter-panel__count" data-uc-count="industry:hr">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="marketing"><span class="filter-panel__label">Marketing</span><span class="filter-panel__count" data-uc-count="industry:marketing">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="real-estate"><span class="filter-panel__label">Real Estate</span><span class="filter-panel__count" data-uc-count="industry:real-estate">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="cybersecurity"><span class="filter-panel__label">Cybersecurity</span><span class="filter-panel__count" data-uc-count="industry:cybersecurity">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="industry" data-uc-filter-val="agriculture"><span class="filter-panel__label">Agriculture</span><span class="filter-panel__count" data-uc-count="industry:agriculture">—</span></label>
</div>
</div>
<!-- Technique -->
<div class="filter-group" id="fg-technique">
<button class="filter-btn" data-group="fg-technique" type="button">
Technique
<span class="filter-btn__badge" id="fb-badge-technique" style="display:none">0</span>
<i class="fas fa-chevron-down"></i>
</button>
<div class="filter-panel filter-panel--wide" id="fp-technique">
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="fraud-detection"><span class="filter-panel__label">Fraud Detection</span><span class="filter-panel__count" data-uc-count="technique:fraud-detection">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="churn-prediction"><span class="filter-panel__label">Churn Prediction</span><span class="filter-panel__count" data-uc-count="technique:churn-prediction">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="credit-scoring"><span class="filter-panel__label">Credit Scoring</span><span class="filter-panel__count" data-uc-count="technique:credit-scoring">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="predictive-maintenance"><span class="filter-panel__label">Predictive Maintenance</span><span class="filter-panel__count" data-uc-count="technique:predictive-maintenance">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="recommendation"><span class="filter-panel__label">Recommendation</span><span class="filter-panel__count" data-uc-count="technique:recommendation">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="demand-forecasting"><span class="filter-panel__label">Demand Forecasting</span><span class="filter-panel__count" data-uc-count="technique:demand-forecasting">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="anomaly-detection"><span class="filter-panel__label">Anomaly Detection</span><span class="filter-panel__count" data-uc-count="technique:anomaly-detection">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="customer-segmentation"><span class="filter-panel__label">Customer Segmentation</span><span class="filter-panel__count" data-uc-count="technique:customer-segmentation">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="sentiment-analysis"><span class="filter-panel__label">Sentiment Analysis</span><span class="filter-panel__count" data-uc-count="technique:sentiment-analysis">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="survival-analysis"><span class="filter-panel__label">Survival Analysis</span><span class="filter-panel__count" data-uc-count="technique:survival-analysis">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="time-series"><span class="filter-panel__label">Time Series</span><span class="filter-panel__count" data-uc-count="technique:time-series">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="classification"><span class="filter-panel__label">Classification</span><span class="filter-panel__count" data-uc-count="technique:classification">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="regression"><span class="filter-panel__label">Regression</span><span class="filter-panel__count" data-uc-count="technique:regression">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="clustering"><span class="filter-panel__label">Clustering</span><span class="filter-panel__count" data-uc-count="technique:clustering">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="nlp"><span class="filter-panel__label">NLP</span><span class="filter-panel__count" data-uc-count="technique:nlp">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="explainability"><span class="filter-panel__label">Explainability</span><span class="filter-panel__count" data-uc-count="technique:explainability">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="technique" data-uc-filter-val="price-optimization"><span class="filter-panel__label">Price Optimization</span><span class="filter-panel__count" data-uc-count="technique:price-optimization">—</span></label>
</div>
</div>
<!-- Difficulty -->
<div class="filter-group" id="fg-difficulty">
<button class="filter-btn" data-group="fg-difficulty" type="button">
Difficulty
<span class="filter-btn__badge" id="fb-badge-difficulty" style="display:none">0</span>
<i class="fas fa-chevron-down"></i>
</button>
<div class="filter-panel" id="fp-difficulty">
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="difficulty" data-uc-filter-val="beginner"><span class="filter-panel__label">Beginner</span><span class="filter-panel__count" data-uc-count="difficulty:beginner">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="difficulty" data-uc-filter-val="intermediate"><span class="filter-panel__label">Intermediate</span><span class="filter-panel__count" data-uc-count="difficulty:intermediate">—</span></label>
<label class="filter-panel__item uc-filter-option"><input type="checkbox" data-uc-filter-key="difficulty" data-uc-filter-val="advanced"><span class="filter-panel__label">Advanced</span><span class="filter-panel__count" data-uc-count="difficulty:advanced">—</span></label>
</div>
</div>
</div><!-- /filter-bar__groups -->
<div class="filter-bar__end">
<button class="filter-bar__clear" id="uc-clear-btn" onclick="resetUcFilters()">Clear all</button>
</div>
</div><!-- /filter-bar__inner -->
<!-- UC active filter chips -->
<div id="uc-active-filters" class="chips-bar" aria-label="Active use-case filters"></div>
</div><!-- /uc-filter-bar -->
<!-- ═══════════════════════════════════════════════════════
RELEASES VIEW
═══════════════════════════════════════════════════════ -->
<div id="view-releases" class="view" role="tabpanel" aria-label="Scikit-learn Releases" style="display:none">
<div class="page-content">
<div id="releases-blog-strip"></div>
<div id="releases-grid" class="releases-grid">
<div class="state-loading"><div class="spinner"></div><span>Loading releases…</span></div>
</div>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
CATALOG VIEW
═══════════════════════════════════════════════════════ -->
<div id="view-catalog" class="view" role="tabpanel" aria-label="Package catalog">
<div class="page-content">
<section id="sklearn-hero" class="sklearn-hero" aria-label="scikit-learn core library">
<!-- Populated by renderCatalogHero() -->
</section>
<div class="catalog-header">
<h2 class="catalog-header__title">Ecosystem Packages</h2>
<span class="catalog-header__count" id="result-count" aria-live="polite">Loading…</span>
</div>
<div id="catalog-grid" class="catalog-grid">
<div class="state-loading"><div class="spinner"></div><span>Loading catalog…</span></div>
</div>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
USE-CASES VIEW
═══════════════════════════════════════════════════════ -->
<div id="view-use-cases" class="view" role="tabpanel" aria-label="Use case explorer" style="display:none">
<div class="page-content">
<div class="uc-toolbar">
<span class="uc-count" id="uc-result-count" aria-live="polite">Loading…</span>
<span style="font-family:var(--font-mono);font-size:var(--text-xs);color:var(--neutral-500);">
Click <strong style="color:var(--probabl-blue)">View Code</strong> for a runnable Python example
</span>
</div>
<div id="uc-grid" class="uc-grid">
<div class="state-loading"><div class="spinner"></div><span>Loading use cases…</span></div>
</div>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
ABOUT VIEW
═══════════════════════════════════════════════════════ -->
<div id="view-about" class="view" role="tabpanel" aria-label="About Scikit-learn Central" style="display:none">
<div class="page-content">
<div class="about-page">
<!-- Purpose -->
<section class="about-section">
<h2 class="about-section__title">Purpose</h2>
<div class="about-section__body">
<p>Scikit-learn Central is a community resource dedicated to serving the broader scientific Python and machine learning ecosystem. It’s curated, hosted, and governed by Probabl, with contributions from the community at large.</p>
<p>The catalog is open to any package that belongs to the scikit-learn open-source ecosystem and carries a true open-source license. Default rankings reflect usage signals and ecosystem fit; Probabl-maintained packages may appear prominently as Probabl is the steward of this resource.</p>
<p>The use cases are curated and forward-looking, highlighting how data scientists are using libraries in the scikit-learn ecosystem to tackle real-world machine learning problems.</p>
</div>
</section>
<!-- Sub-committees -->
<section class="about-section">
<h2 class="about-section__title">Sub-committees</h2>
<p class="about-section__intro">The project is spearheaded by Probabl and organized as sub-committees.</p>
<div class="committees">
<div class="committee">
<div class="committee__title">Scientific & Library Guidance</div>
<div class="committee__members">
<a href="https://www.linkedin.com/in/gael-varoquaux-a8391411" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">Gaël Varoquaux</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
<a href="https://www.linkedin.com/in/oliviergrisel/" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">Olivier Grisel</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
<a href="https://linkedin.com/in/guillaume-lemaitre-b9404939" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">Guillaume Lemaitre</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
</div>
</div>
<div class="committee">
<div class="committee__title">Use Case Curation</div>
<div class="committee__members">
<a href="https://www.linkedin.com/in/fran%C3%A7ois-goupil/" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">François Goupil</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
<a href="https://www.linkedin.com/in/david-arturo-amor-quiroz/" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">David Arturo Amor Quiroz</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
<a href="https://www.linkedin.com/in/fabien-pesquerel-73515a124/" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">Fabien Pesquerel</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
</div>
</div>
<div class="committee">
<div class="committee__title">Ecosystem & Mission Alignment</div>
<div class="committee__members">
<a href="https://www.linkedin.com/in/ylechelle/" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">Yann Lechelle</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
<a href="https://www.linkedin.com/in/caileanosborne/" target="_blank" rel="noopener noreferrer" class="person-card">
<span class="person-card__name">Cailean Osborne</span>
<i class="fab fa-linkedin person-card__li"></i>
</a>
</div>
</div>
</div>
</section>
<!-- Ranking Methodology -->
<section class="about-section">
<h2 class="about-section__title">Ranking Methodology</h2>
<div class="about-section__body">
<p>Each ecosystem package is assigned a <strong>Fit Score</strong> (0–100) displayed as a chip in the top-right corner of its card. Hovering over the chip reveals the three underlying sub-scores.</p>
<div class="ranking-methodology">
<div class="ranking-method-row">
<div class="ranking-method-icon"><i class="fas fa-star"></i></div>
<div class="ranking-method-detail">
<div class="ranking-method-name">Stars <span class="ranking-method-weight">⅓</span></div>
<div class="ranking-method-desc">GitHub star count on a <strong>logarithmic scale</strong>. The package with the most stars in the catalog scores 100%; others are normalised relative to that maximum. The log scale dampens the outsized effect of very popular packages.</div>
</div>
</div>
<div class="ranking-method-row">
<div class="ranking-method-icon"><i class="fas fa-download"></i></div>
<div class="ranking-method-detail">
<div class="ranking-method-name">Monthly Downloads <span class="ranking-method-weight">⅓</span></div>
<div class="ranking-method-desc">PyPI monthly download count, also on a <strong>logarithmic scale</strong>. Reflects real-world adoption and active usage in production codebases, normalised to the catalog maximum.</div>
</div>
</div>
<div class="ranking-method-row">
<div class="ranking-method-icon"><i class="fas fa-lightbulb"></i></div>
<div class="ranking-method-detail">
<div class="ranking-method-name">Use Cases <span class="ranking-method-weight">⅓</span></div>
<div class="ranking-method-desc">Number of curated use cases in which the package appears, on a <strong>linear scale</strong>. A higher count signals broader applicability across real-world ML problems.</div>
</div>
</div>
</div>
<p class="ranking-formula">
<strong>Fit Score</strong> = (Stars<sub>log</sub> + Downloads<sub>log</sub> + UseCases<sub>linear</sub>) ÷ 3
</p>
<p>Scores are computed dynamically from live catalog data and renormalised whenever the catalog is updated. The catalog is deliberately neutral — scikit-learn core is excluded from the normalisation pool since it is displayed separately as the ecosystem foundation.</p>
</div>
</section>
<!-- Submit Feedback CTA -->
<div class="about-cta">
<p class="about-cta__text">Have a suggestion, spotted a missing package, or want to propose a new use case? We'd love to hear from you.</p>
<button class="btn btn--primary" onclick="openFeedbackModal()">
<i class="fas fa-plus"></i> Submit Feedback
</button>
</div>
</div>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
FEEDBACK MODAL
═══════════════════════════════════════════════════════ -->
<div id="feedback-modal-backdrop" class="modal-backdrop" role="dialog" aria-modal="true" aria-labelledby="feedback-modal-title">
<div class="modal">
<button class="modal__close" id="feedback-modal-close" aria-label="Close">×</button>
<div class="modal__header">
<h2 class="modal__title" id="feedback-modal-title">Submit Feedback</h2>
<p class="modal__subtitle">Share your thoughts, suggestions, or ideas to help improve Scikit-learn Central.</p>
</div>
<form id="feedback-form" class="modal__body" novalidate>
<div class="form-group">
<label class="form-label" for="fb-type">Type of Feedback <span style="color:#c2640a">*</span></label>
<select id="fb-type" name="type" class="form-input" required>
<option value="">Select…</option>
<option value="suggestion">Suggestion</option>
<option value="missing-package">Missing Package</option>
<option value="missing-use-case">Missing Use Case</option>
<option value="bug">Bug Report</option>
<option value="other">Other</option>
</select>
</div>
<div class="form-group">
<label class="form-label" for="fb-message">Message <span style="color:#c2640a">*</span></label>
<textarea id="fb-message" name="message" class="form-input form-input--textarea" rows="4" placeholder="Tell us what's on your mind…" required></textarea>
</div>
<div class="modal__footer">
<button type="submit" class="btn btn--primary"><i class="fas fa-paper-plane"></i> Submit</button>
<button type="button" class="btn btn--ghost" id="feedback-modal-cancel">Cancel</button>
</div>
</form>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
CODE MODAL
═══════════════════════════════════════════════════════ -->
<div id="code-modal-backdrop" class="code-modal-backdrop" role="dialog" aria-modal="true" aria-labelledby="code-modal-title">
<div class="code-modal">
<div class="code-modal__header">
<div>
<div class="code-modal__title" id="code-modal-title">Use Case</div>
<div class="code-modal__meta" id="code-modal-meta"></div>
</div>
<button class="code-modal__close" aria-label="Close">×</button>
</div>
<div class="code-modal__synopsis" id="code-modal-synopsis"></div>
<div class="code-modal__body">
<pre class="code-modal__pre language-python" id="code-modal-pre"></pre>
</div>
<div class="code-modal__footer">
<div>
<div class="code-modal__packages-label">Libraries used</div>
<div class="code-modal__package-chips" id="code-modal-packages"></div>
</div>
<div style="display:flex;gap:var(--space-2);align-items:center;">
<a id="btn-github-code" href="#" target="_blank" rel="noopener" class="btn--github-square" title="View on GitHub"><i class="fab fa-github"></i></a>
<button id="btn-copy-code" class="btn--copy-code" onclick="copyCode(this)">
<i class="fas fa-copy"></i> Copy Code
</button>
</div>
</div>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
PACKAGE SUBMISSION MODAL
═══════════════════════════════════════════════════════ -->
<div id="modal-backdrop" class="modal-backdrop" role="dialog" aria-modal="true" aria-labelledby="modal-title">
<div class="modal">
<button class="modal__close" aria-label="Close">×</button>
<div class="modal__header">
<h2 class="modal__title" id="modal-title">Submit a Package</h2>
<p class="modal__subtitle">Know a scikit-learn compatible package that belongs in this catalog?</p>
</div>
<form id="submission-form" class="modal__body" novalidate>
<div class="form-group">
<label class="form-label" for="f-name">Package Name <span style="color:#c2640a">*</span></label>
<input type="text" id="f-name" name="name" class="form-input" placeholder="e.g. My sklearn extension" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="f-pypi">PyPI Name <span style="color:#c2640a">*</span></label>
<input type="text" id="f-pypi" name="pypi_name" class="form-input" placeholder="e.g. my-sklearn-extension" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="f-repo">Repository URL <span style="color:#c2640a">*</span></label>
<input type="url" id="f-repo" name="repository" class="form-input" placeholder="https://github.com/org/repo" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="f-desc">Short Description</label>
<textarea id="f-desc" name="description" class="form-input form-input--textarea" rows="3" placeholder="What does it do and how does it integrate with scikit-learn?"></textarea>
</div>
<div class="modal__footer">
<button type="submit" class="btn btn--primary"><i class="fas fa-paper-plane"></i> Submit</button>
<button type="button" class="btn btn--ghost" id="package-modal-cancel">Cancel</button>
</div>
</form>
</div>
</div>
<!-- ═══════════════════════════════════════════════════════
USE-CASE SUBMISSION MODAL
═══════════════════════════════════════════════════════ -->
<div id="uc-modal-backdrop" class="modal-backdrop" role="dialog" aria-modal="true" aria-labelledby="uc-modal-title">
<div class="modal" style="max-width:600px">
<button class="modal__close" data-modal="uc" aria-label="Close">×</button>
<div class="modal__header">
<h2 class="modal__title" id="uc-modal-title">Submit a Use Case</h2>
<p class="modal__subtitle">Describe a real-world ML problem and the sklearn ecosystem libraries that solve it. We'll review and add it to the catalog.</p>
</div>
<form id="uc-submission-form" class="modal__body" novalidate>
<div class="form-group">
<label class="form-label" for="uc-f-title">Use Case Title <span style="color:#c2640a">*</span></label>
<input type="text" id="uc-f-title" name="title" class="form-input" placeholder="e.g. Patient Readmission Prediction" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="uc-f-industry">Industry <span style="color:#c2640a">*</span></label>
<input type="text" id="uc-f-industry" name="industry" class="form-input" placeholder="e.g. healthcare, insurance" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="uc-f-technique">ML Technique <span style="color:#c2640a">*</span></label>
<input type="text" id="uc-f-technique" name="technique" class="form-input" placeholder="e.g. classification, survival-analysis" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="uc-f-packages">Packages Used <span style="color:#c2640a">*</span></label>
<input type="text" id="uc-f-packages" name="packages" class="form-input" placeholder="e.g. scikit-learn, skrub, shap" required autocomplete="off">
</div>
<div class="form-group">
<label class="form-label" for="uc-f-synopsis">Synopsis <span style="color:#c2640a">*</span></label>
<textarea id="uc-f-synopsis" name="synopsis" class="form-input form-input--textarea" rows="3" placeholder="Describe the business problem and how ML solves it (2–3 sentences)." required></textarea>
</div>
<div class="form-group">
<label class="form-label" for="uc-f-code">Sample Code (optional)</label>
<textarea id="uc-f-code" name="sample_code" class="form-input form-input--textarea" rows="5" style="font-family:var(--font-mono);font-size:12px" placeholder="Paste a short Python snippet (30–60 lines) using synthetic data…"></textarea>
</div>
<div class="modal__footer">
<button type="submit" class="btn btn--primary"><i class="fas fa-paper-plane"></i> Submit</button>
<button type="button" class="btn btn--ghost" id="uc-modal-cancel">Cancel</button>
</div>
</form>
</div>
</div>
<!-- ─── Scripts ──────────────────────────────────────────── -->
<script src="js/app.js"></script>
</body>
</html>