-
-
Notifications
You must be signed in to change notification settings - Fork 61
/
index.xml
1703 lines (1101 loc) · 72.6 KB
/
index.xml
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
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>NumPy</title><link>https://numpy.org/</link><description>Recent content on NumPy</description><generator>Hugo</generator><language>en</language><atom:link href="https://numpy.org/index.xml" rel="self" type="application/rss+xml"/><item><title>2020 NUMPY COMMUNITY SURVEY</title><link>https://numpy.org/user-survey-2020/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/user-survey-2020/</guid><description><p>In 2020, the NumPy survey team in partnership with students and faculty from a
Master’s course in Survey Methodology jointly hosted by the University of
Michigan and the University of Maryland conducted the first official NumPy
community survey. Over 1,200 users from 75 countries participated to help us
map out a landscape of the NumPy community and voiced their thoughts about the
future of the project.</p>
<figure class="align-default" id="id000"><img src="https://numpy.org/surveys/NumPy_usersurvey_2020_report_cover.png" alt="Cover page of the 2020 NumPy user survey report, titled &#34;NumPy Community Survey 2020 - results&#34;" class="align-center" width="250">
<figcaption>
<p><span class="caption-text"></span>
</figcaption>
</figure>
<p><strong><a href="https://numpy.org/surveys/NumPy_usersurvey_2020_report.pdf">Download the report</a></strong>
to take a closer look at the survey findings.</p></description></item><item><title>404</title><link>https://numpy.org/404/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/404/</guid><description><p>Oops! You&rsquo;ve reached a dead end.</p>
<p>If you think something should be here, you can <a href="https://github.com/numpy/numpy.org/issues">open an issue</a> on GitHub.</p></description></item><item><title>About Us</title><link>https://numpy.org/about/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/about/</guid><description><p>NumPy is an open source project that enables numerical computing with Python. It was created in 2005 building on the early work of the Numeric and Numarray libraries. NumPy will always be 100% open source software and free for all to use. It is released under the liberal terms of the <a href="https://github.com/numpy/numpy/blob/main/LICENSE.txt">modified BSD license</a>.</p>
<p>NumPy is developed in the open on GitHub, through the consensus of the NumPy and wider scientific Python community. For more information on our governance approach, please see our <a href="https://www.numpy.org/devdocs/dev/governance/index.html">Governance Document</a>.</p></description></item><item><title>Array Computing</title><link>https://numpy.org/arraycomputing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/arraycomputing/</guid><description><p><em>Array computing is the foundation of statistical, mathematical, scientific computing
in various contemporary data science and analytics applications such as data
visualization, digital signal processing, image processing, bioinformatics,
machine learning, AI, and several others.</em></p>
<p>Large scale data manipulation and transformation depends on efficient,
high-performance array computing. The language of choice for data analytics,
machine learning, and productive numerical computing is <strong>Python.</strong></p>
<p><strong>Num</strong>erical <strong>Py</strong>thon or NumPy is its de-facto standard Python programming
language library that supports large, multi-dimensional arrays and matrices,
and comes with a vast collection of high-level mathematical functions to
operate on these arrays.</p></description></item><item><title>Case Study: Cricket Analytics, the game changer!</title><link>https://numpy.org/case-studies/cricket-analytics/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/case-studies/cricket-analytics/</guid><description><figure class="align-default" id="id000"><img src="https://numpy.org/images/content_images/cs/ipl-stadium.png" alt="Indian Premier League Cricket cup and stadium" class="align-center">
<figcaption><strong class="caption-title">IPLT20, the biggest Cricket Festival in India</strong><a class="headerlink" href="#id000" title="Link to this image">#</a><br><a href="https://unsplash.com/@aksh1802">(Image credits: IPLT20 (cup and logo) &amp; Akash Yadav (stadium))</a>
<p><span class="caption-text"></span>
</figcaption>
</figure>
<blockquote cite="https://www.scoopwhoop.com/sports/ms-dhoni/">
<p>
You don't play for the crowd, you play for the country.
</p>
<p class="attribution">—M S Dhoni, <em>International Cricket Player, ex-captain, Indian Team, plays for Chennai Super Kings in IPL</em></p>
</blockquote>
<h2 id="about-cricket">About Cricket<a class="headerlink" href="#about-cricket" title="Link to this heading">#</a></h2>
<p>It would be an understatement to state that Indians love cricket. The game is
played in just about every nook and cranny of India, rural or urban, popular
with the young and the old alike, connecting billions in India unlike any other sport.
Cricket enjoys lots of media attention. There is a significant amount of
<a href="https://www.statista.com/topics/4543/indian-premier-league-ipl/">money</a> and
fame at stake. Over the last several years, technology has literally been a game
changer. Audiences are spoilt for choice with streaming media, tournaments,
affordable access to mobile based live cricket watching, and more.</p></description></item><item><title>Case Study: DeepLabCut 3D Pose Estimation</title><link>https://numpy.org/case-studies/deeplabcut-dnn/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/case-studies/deeplabcut-dnn/</guid><description><figure class="align-default" id="id000"><img src="https://numpy.org/images/content_images/cs/mice-hand.gif" alt="micehandanim" class="align-center">
<figcaption><strong class="caption-title">Analyzing mice hand-movement using DeepLapCut</strong><a class="headerlink" href="#id000" title="Link to this image">#</a><br><a href="http://www.mousemotorlab.org/deeplabcut">(Source: www.deeplabcut.org )</a>
<p><span class="caption-text"></span>
</figcaption>
</figure>
<blockquote cite="https://news.harvard.edu/gazette/story/newsplus/harvard-researchers-awarded-czi-open-source-award/">
<p>
Open Source Software is accelerating Biomedicine. DeepLabCut enables automated video analysis of animal behavior using Deep Learning.
</p>
<p class="attribution">—Alexander Mathis, <em>Assistant Professor, École polytechnique fédérale de Lausanne</em> (<a href="https://www.epfl.ch/en/">EPFL</a>)</p>
</blockquote>
<h2 id="about-deeplabcut">About DeepLabCut<a class="headerlink" href="#about-deeplabcut" title="Link to this heading">#</a></h2>
<p><a href="https://github.com/DeepLabCut/DeepLabCut">DeepLabCut</a> is an open source toolbox that empowers researchers at hundreds of institutions worldwide to track behaviour of laboratory animals, with very little training data, at human-level accuracy. With DeepLabCut technology, scientists can delve deeper into the scientific understanding of motor control and behavior across animal species and timescales.</p></description></item><item><title>Case Study: Discovery of Gravitational Waves</title><link>https://numpy.org/case-studies/gw-discov/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/case-studies/gw-discov/</guid><description><figure class="align-default" id="id000"><img src="https://numpy.org/images/content_images/cs/gw_sxs_image.png" alt="binary coalesce black hole generating gravitational waves" class="align-center">
<figcaption><strong class="caption-title">Gravitational Waves</strong><a class="headerlink" href="#id000" title="Link to this image">#</a><br><a href="https://youtu.be/Zt8Z_uzG71o">(Image Credits: The Simulating eXtreme Spacetimes (SXS) Project at LIGO)</a>
<p><span class="caption-text"></span>
</figcaption>
</figure>
<blockquote cite="https://www.youtube.com/watch?v=BIvezCVcsYs">
<p>
The scientific Python ecosystem is critical infrastructure for the research done at LIGO.
</p>
<p class="attribution">—David Shoemaker, <em>LIGO Scientific Collaboration</em></p>
</blockquote>
<h2 id="about-gravitational-waveshttpswwwnationalgeographiccomnews201710what-are-gravitational-waves-ligo-astronomy-science-and-ligohttpswwwligocaltechedu">About <a href="https://www.nationalgeographic.com/news/2017/10/what-are-gravitational-waves-ligo-astronomy-science/">Gravitational Waves</a> and <a href="https://www.ligo.caltech.edu">LIGO</a><a class="headerlink" href="#about-gravitational-waveshttpswwwnationalgeographiccomnews201710what-are-gravitational-waves-ligo-astronomy-science-and-ligohttpswwwligocaltechedu" title="Link to this heading">#</a></h2>
<p>Gravitational waves are ripples in the fabric of space and time, generated by
cataclysmic events in the universe such as collision and merging of two black
holes or coalescing binary stars or supernovae. Observing GW can not only help
in studying gravity but also in understanding some of the obscure phenomena in
the distant universe and its impact.</p></description></item><item><title>Case Study: First Image of a Black Hole</title><link>https://numpy.org/case-studies/blackhole-image/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/case-studies/blackhole-image/</guid><description><figure class="align-default" id="id000"><img src="https://numpy.org/images/content_images/cs/blackhole.jpg" alt="black hole image" class="align-center">
<figcaption><strong class="caption-title">Black Hole M87</strong><a class="headerlink" href="#id000" title="Link to this image">#</a><br><a href="https://www.jpl.nasa.gov/images/universe/20190410/blackhole20190410.jpg">(Image Credits: Event Horizon Telescope Collaboration)</a>
<p><span class="caption-text"></span>
</figcaption>
</figure>
<blockquote cite="https://www.youtube.com/watch?v=BIvezCVcsYs">
<p>
Imaging the M87 Black Hole is like trying to see something that is by definition impossible to see.
</p>
<p class="attribution">—Katie Bouman, <em>Assistant Professor, Computing &amp; Mathematical Sciences, Caltech</em></p>
</blockquote>
<h2 id="a-telescope-the-size-of-the-earth">A telescope the size of the earth<a class="headerlink" href="#a-telescope-the-size-of-the-earth" title="Link to this heading">#</a></h2>
<p>The <a href="https://eventhorizontelescope.org">Event Horizon telescope (EHT)</a> is an
array of eight ground-based radio telescopes forming a computational telescope
the size of the earth, studing the universe with unprecedented
sensitivity and resolution. The huge virtual telescope, which uses a technique
called very-long-baseline interferometry (VLBI), has an angular resolution of
<a href="https://eventhorizontelescope.org/press-release-april-10-2019-astronomers-capture-first-image-black-hole">20 micro-arcseconds</a> — enough to read a newspaper in New York
from a sidewalk café in Paris!</p></description></item><item><title>Citing NumPy</title><link>https://numpy.org/citing-numpy/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/citing-numpy/</guid><description><p>If NumPy has been significant in your research, and you would like to acknowledge the project in your academic publication, we suggest citing the following paper:</p>
<ul>
<li>Harris, C.R., Millman, K.J., van der Walt, S.J. et al. <em>Array programming with NumPy</em>. Nature 585, 357–362 (2020). DOI: <a href="https://doi.org/10.1038/s41586-020-2649-2">10.1038/s41586-020-2649-2</a>. (<a href="https://www.nature.com/articles/s41586-020-2649-2">Publisher link</a>).</li>
</ul>
<p><em>In BibTeX format:</em></p>
<div class="highlight">
<pre>@Article{ harris2020array,
title = {Array programming with {NumPy}},
author = {Charles R. Harris and K. Jarrod Millman and St{\&#39;{e}}fan J.
van der Walt and Ralf Gommers and Pauli Virtanen and David
Cournapeau and Eric Wieser and Julian Taylor and Sebastian
Berg and Nathaniel J. Smith and Robert Kern and Matti Picus
and Stephan Hoyer and Marten H. van Kerkwijk and Matthew
Brett and Allan Haldane and Jaime Fern{\&#39;{a}}ndez del
R{\&#39;{i}}o and Mark Wiebe and Pearu Peterson and Pierre
G{\&#39;{e}}rard-Marchant and Kevin Sheppard and Tyler Reddy and
Warren Weckesser and Hameer Abbasi and Christoph Gohlke and
Travis E. Oliphant},
year = {2020},
month = sep,
journal = {Nature},
volume = {585},
number = {7825},
pages = {357--362},
doi = {10.1038/s41586-020-2649-2},
publisher = {Springer Science and Business Media {LLC}},
url = {https://doi.org/10.1038/s41586-020-2649-2}
}</pre>
</div></description></item><item><title>Community</title><link>https://numpy.org/community/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/community/</guid><description><p>NumPy is a community-driven open source project developed by a diverse group of <a href="https://numpy.org/teams/">contributors</a>. The NumPy leadership has made a strong commitment to creating an open, inclusive, and positive community. Please read the <a href="https://numpy.org/code-of-conduct/">NumPy Code of Conduct</a> for guidance on how to interact with others in a way that makes the community thrive.</p>
<p>We offer several communication channels to learn, share your knowledge and connect with others within the NumPy community.</p>
<h2 id="participate-online">Participate online<a class="headerlink" href="#participate-online" title="Link to this heading">#</a></h2>
<p>The following are ways to engage directly with the NumPy project and community.
<em>Please note that we encourage users and community members to support each other
for usage questions - see <a href="https://numpy.org/gethelp/">Get Help</a>.</em></p></description></item><item><title>Contribute to NumPy</title><link>https://numpy.org/contribute/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/contribute/</guid><description><p>The NumPy project welcomes your expertise and enthusiasm!
Your choices aren&rsquo;t limited to programming, as you can
see below there are many areas where we need <strong>your</strong> help.</p>
<p>If you&rsquo;re unsure where to start or how your skills fit in, <em>reach out!</em> You
can ask on the <a href="https://mail.python.org/mailman/listinfo/numpy-discussion">mailing
list</a> or
<a href="http://github.com/numpy/numpy">GitHub</a> (open an
<a href="https://github.com/numpy/numpy/issues">issue</a> or comment on a relevant
issue).</p>
<p>Those are our preferred channels (open source is open by nature), but
if you prefer to talk privately, contact our community coordinators at
<a href="mailto:[email protected]">[email protected]</a> or on <a href="https://numpy-team.slack.com">Slack</a>
(write <a href="mailto:[email protected]">[email protected]</a> for an invite).</p></description></item><item><title>Get Help</title><link>https://numpy.org/gethelp/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/gethelp/</guid><description><p><strong>Development issues:</strong> For NumPy development-related matters (e.g., bug reports), please
see <a href="https://numpy.org/community/">Community</a>.</p>
<p><strong>User questions:</strong> The best way to get help is to post your question to a site
like <a href="http://stackoverflow.com/questions/tagged/numpy">StackOverflow</a> or
<a href="https://www.reddit.com/r/Numpy/">Reddit</a>. We wish we could keep an eye on
these sites, or answer questions directly, but the volume is a little
overwhelming!</p>
<h3 id="stackoverflowhttpstackoverflowcomquestionstaggednumpy"><a href="http://stackoverflow.com/questions/tagged/numpy">StackOverflow</a><a class="headerlink" href="#stackoverflowhttpstackoverflowcomquestionstaggednumpy" title="Link to this heading">#</a></h3>
<p>A forum for asking usage questions, e.g. &ldquo;How do I do X in NumPy?”. Please <a href="https://stackoverflow.com/help/tagging">use the <code>#numpy</code> tag</a></p></description></item><item><title>History of NumPy</title><link>https://numpy.org/history/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/history/</guid><description><p>NumPy is a foundational Python library that provides array data structures and related fast numerical routines. When started, the library had little funding, and was written mainly by graduate students—many of them without computer science education, and often without a blessing of their advisors. To even imagine that a small group of “rogue” student programmers could upend the already well-established ecosystem of research software—backed by millions in funding and many hundreds of highly qualified engineers — was preposterous. Yet, the philosophical motivations behind a fully open tool stack, in combination with the excited, friendly community with a singular focus, have proven auspicious in the long run. Nowadays, NumPy is relied upon by scientists, engineers, and many other professionals around the world. For example, the published scripts used in the analysis of gravitational waves import NumPy, and the M87 black hole imaging project directly cites NumPy.</p></description></item><item><title>Installing NumPy</title><link>https://numpy.org/install/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/install/</guid><description><p>The only prerequisite for installing NumPy is Python itself. If you don&rsquo;t have
Python yet and want the simplest way to get started, we recommend you use the
<a href="https://www.anaconda.com/download">Anaconda Distribution</a> - it includes
Python, NumPy, and many other commonly used packages for scientific computing
and data science.</p>
<p>NumPy can be installed with <code>conda</code>, with <code>pip</code>, with a package manager on
macOS and Linux, or <a href="https://numpy.org/devdocs/building">from source</a>.
For more detailed instructions, consult our <a href="https://numpy.org/install/#python-numpy-install-guide">Python and NumPy
installation guide</a> below.</p></description></item><item><title>Learn</title><link>https://numpy.org/learn/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/learn/</guid><description><p>For the <strong>official NumPy documentation</strong> visit <a href="https://numpy.org/doc/stable">numpy.org/doc/stable</a>.</p>
<hr>
<p>Below is a curated collection of educational resources, both for self-learning and teaching others, developed by NumPy contributors and vetted by the community.</p>
<h2 id="beginners">Beginners<a class="headerlink" href="#beginners" title="Link to this heading">#</a></h2>
<p>There&rsquo;s a ton of information about NumPy out there. If you are just starting, we&rsquo;d strongly recommend the following:</p>
<p><i class="fas fa-chalkboard"></i> <strong>Tutorials</strong></p>
<ul>
<li><a href="https://numpy.org/devdocs/user/quickstart.html">NumPy Quickstart Tutorial</a></li>
<li><a href="https://numpy.org/numpy-tutorials">NumPy Tutorials</a> A collection of tutorials and educational materials in the format of Jupyter Notebooks developed and maintained by the NumPy Documentation team. To submit your own content, visit the <a href="https://github.com/numpy/numpy-tutorials">numpy-tutorials repository on GitHub</a>.</li>
<li><a href="https://betterprogramming.pub/3b1d4976de1d?sk=57b908a77aa44075a49293fa1631dd9b">NumPy Illustrated: The Visual Guide to NumPy <em>by Lev Maximov</em></a></li>
<li><a href="https://lectures.scientific-python.org/">Scientific Python Lectures</a> Besides covering NumPy, these lectures offer a broader introduction to the scientific Python ecosystem.</li>
<li><a href="https://numpy.org/devdocs/user/absolute_beginners.html">NumPy: the absolute basics for beginners</a></li>
<li><a href="https://github.com/rougier/numpy-tutorial">NumPy tutorial <em>by Nicolas Rougier</em></a></li>
<li><a href="http://cs231n.github.io/python-numpy-tutorial/">Stanford CS231 <em>by Justin Johnson</em></a></li>
<li><a href="https://numpy.org/devdocs">NumPy User Guide</a></li>
</ul>
<p><i class="fas fa-book"></i> <strong>Books</strong></p></description></item><item><title>News</title><link>https://numpy.org/news/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/news/</guid><description><h3 id="numpy-220-released">NumPy 2.2.0 released<a class="headerlink" href="#numpy-220-released" title="Link to this heading">#</a></h3>
<p><em>8 Dec, 2024</em> &ndash; The NumPy 2.2.0 release is a quick release that brings us back
into sync with the usual twice yearly release cycle. There have been a number
of small cleanups, improvements to the StringDType, and better support for free
threaded Python. Highlights are:</p>
<ul>
<li>New functions <code>matvec</code> and <code>vecmat</code>,</li>
<li>Many improved annotations,</li>
<li>Improved support for the new StringDType,</li>
<li>Improved support for free threaded Python,</li>
<li>Fixes for f2py.</li>
</ul>
<p>This release supports Python versions 3.10-3.13.</p></description></item><item><title>NumPy Code of Conduct</title><link>https://numpy.org/code-of-conduct/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/code-of-conduct/</guid><description><h3 id="introduction">Introduction<a class="headerlink" href="#introduction" title="Link to this heading">#</a></h3>
<p>This Code of Conduct applies to all spaces managed by the NumPy project, including all public and private mailing lists, issue trackers, wikis, blogs, X, and any other communication channel used by our community. The NumPy project does not organise in-person events, however events related to our community should have a code of conduct similar in spirit to this one.</p>
<p>This Code of Conduct should be honored by everyone who participates in the NumPy community formally or informally, or claims any affiliation with the project, in any project-related activities and especially when representing the project, in any role.</p></description></item><item><title>NumPy Code of Conduct - How to follow up on a report</title><link>https://numpy.org/report-handling-manual/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/report-handling-manual/</guid><description><p>This is the manual followed by NumPy’s Code of Conduct Committee. It’s used when we respond to an issue to make sure we’re consistent and fair.</p>
<p>Enforcing the <a href="https://numpy.org/code-of-conduct/">Code of Conduct</a> impacts our community today and for the future. It’s an action that we do not take lightly. When reviewing enforcement measures, the Code of Conduct Committee will keep the following values and guidelines in mind:</p>
<ul>
<li>Act in a personal manner rather than impersonal. The Committee can engage the parties to understand the situation while respecting the privacy and any necessary confidentiality of reporters. However, sometimes it is necessary to communicate with one or more individuals directly: the Committee’s goal is to improve the health of our community rather than only produce a formal decision.</li>
<li>Emphasize empathy for individuals rather than judging behavior, avoiding binary labels of “good” and “bad/evil”. Overt, clear-cut aggression and harassment exist, and we will address them firmly. But many scenarios that can prove challenging to resolve are those where normal disagreements devolve into unhelpful or harmful behavior from multiple parties. Understanding the full context and finding a path that re-engages all is hard, but ultimately the most productive for our community.</li>
<li>We understand that email is a difficult medium and can be isolating. Receiving criticism over email, without personal contact, can be particularly painful. This makes it especially important to keep an atmosphere of open-minded respect for the views of others. It also means that we must be transparent in our actions, and that we will do everything in our power to make sure that all our members are treated fairly and with sympathy.</li>
<li>Discrimination can be subtle and it can be unconscious. It can show itself as unfairness and hostility in otherwise ordinary interactions. We know that this does occur, and we will take care to look out for it. We would very much like to hear from you if you feel you have been treated unfairly, and we will use these procedures to make sure that your complaint is heard and addressed.</li>
<li>Help increase engagement in good discussion practice: try to identify where discussion may have broken down, and provide actionable information, pointers, and resources that can lead to positive change on these points.</li>
<li>Be mindful of the needs of new members: provide them with explicit support and consideration, with the aim of increasing participation from underrepresented groups in particular.</li>
<li>Individuals come from different cultural backgrounds and native languages. Try to identify any honest misunderstandings caused by a non-native speaker and help them understand the issue and what they can change to avoid causing offence. Complex discussion in a foreign language can be very intimidating, and we want to grow our diversity also across nationalities and cultures.</li>
</ul>
<h2 id="mediation">Mediation<a class="headerlink" href="#mediation" title="Link to this heading">#</a></h2>
<p>Voluntary informal mediation is a tool at our disposal. In contexts such as when two or more parties have all escalated to the point of inappropriate behavior (something sadly common in human conflict), it may be useful to facilitate a mediation process. This is only an example: the Committee can consider mediation in any case, mindful that the process is meant to be strictly voluntary and no party can be pressured to participate. If the Committee suggests mediation, it should:</p></description></item><item><title>NumPy Diversity and Inclusion Statement</title><link>https://numpy.org/diversity_sep2020/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/diversity_sep2020/</guid><description><p><em>In light of the foregoing discussion on social media after publication of the
NumPy paper in Nature and the concerns raised about the state of diversity and
inclusion on the NumPy team, we would like to issue the following statement:</em></p>
<p>It is our strong belief that we are at our best, as a team and community, when
we are inclusive and equitable. Being an international team from the onset, we
recognize the value of collaborating with individuals from diverse backgrounds
and expertise. A culture where everyone is welcomed, supported, and valued is
at the core of the NumPy project.</p></description></item><item><title>NumPy Teams</title><link>https://numpy.org/teams/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://numpy.org/teams/</guid><description><p>We are an international team on a mission to support scientific and research
communities worldwide by building quality, open-source software.
<a href="https://numpy.org/contribute/">Join us</a>!</p>
<h3 id="maintainers">Maintainers<a class="headerlink" href="#maintainers" title="Link to this heading">#</a></h3>
<div class="sd-container-fluid sd-mb-4 false">
<div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-3 sd-row-cols-md-4 sd-row-cols-lg-5 sd-g-2 sd-g-xs-2 sd-g-sm-3 sd-g-md-4 sd-g-lg-5">
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/702934?u=a026c1b1117981cea46e56ba562f3e80dfa71329&amp;v=4%22" alt="Avatar of Andrew Nelson">
Andrew Nelson
</div>
<a class="sd-stretched-link" href="https://github.com/andyfaff"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/43369155?u=1f1fcabf979a2f00f403c60b816ba9f573026181&amp;v=4%22" alt="Avatar of Bas van Beek">
Bas van Beek
</div>
<a class="sd-stretched-link" href="https://github.com/BvB93"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/77272?v=4%22" alt="Avatar of Charles Harris">
Charles Harris
</div>
<a class="sd-stretched-link" href="https://github.com/charris"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/425260?v=4%22" alt="Avatar of Eric Wieser">
Eric Wieser
</div>
<a class="sd-stretched-link" href="https://github.com/eric-wieser"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/20969920?u=ec0e4d9dd70227549776ba8209f0e55a35d1fe84&amp;v=4%22" alt="Avatar of Ganesh Kathiresan">
Ganesh Kathiresan
</div>
<a class="sd-stretched-link" href="https://github.com/ganesh-k13"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/4336207?u=564d623a8c9d710c3520841b83458b0bf1eae010&amp;v=4%22" alt="Avatar of Rohit Goswami">
Rohit Goswami
</div>
<a class="sd-stretched-link" href="https://github.com/HaoZeke"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/67612?v=4%22" alt="Avatar of Matthew Brett">
Matthew Brett
</div>
<a class="sd-stretched-link" href="https://github.com/matthew-brett"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/823911?u=1dd52e6dcca6a7a35b6644935cdd33a6e166a596&amp;v=4%22" alt="Avatar of Matti Picus">
Matti Picus
</div>
<a class="sd-stretched-link" href="https://github.com/mattip"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/6570539?u=cfb3e218754e85c4fac18064d7cfdce0b67ddaa6&amp;v=4%22" alt="Avatar of Matt Haberland">
Matt Haberland
</div>
<a class="sd-stretched-link" href="https://github.com/mdhaber"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/3949932?u=aacac68df60d2cf64c17c7e5aa17adf8b738aa7b&amp;v=4%22" alt="Avatar of Melissa Weber Mendonça">
Melissa Weber Mendonça
</div>
<a class="sd-stretched-link" href="https://github.com/melissawm"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/2789820?v=4%22" alt="Avatar of Marten van Kerkwijk">
Marten van Kerkwijk
</div>
<a class="sd-stretched-link" href="https://github.com/mhvk"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/4933431?u=933e774277f53e83ebb3d58dab9851c801fbfacd&amp;v=4%22" alt="Avatar of Christopher Sidebottom">
Christopher Sidebottom
</div>
<a class="sd-stretched-link" href="https://github.com/Mousius"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/8431159?u=179d05b307b027da3360c213fcf4f585e1c6d7b9&amp;v=4%22" alt="Avatar of Mateusz Sokół">
Mateusz Sokół
</div>
<a class="sd-stretched-link" href="https://github.com/mtsokol"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/60316606?u=229ba03253068b0a4f206b0be08f7a9e76c832f1&amp;v=4%22" alt="Avatar of Mukulika">
Mukulika
</div>
<a class="sd-stretched-link" href="https://github.com/Mukulikaa"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/3126246?u=a3c7cd970c0e4cbc4498febe0de777a263c522c5&amp;v=4%22" alt="Avatar of Nathan Goldbaum">
Nathan Goldbaum
</div>
<a class="sd-stretched-link" href="https://github.com/ngoldbaum"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/402156?u=288a1f206a151f9e2b69f3c0ce11848d3381943e&amp;v=4%22" alt="Avatar of Pearu Peterson">
Pearu Peterson
</div>
<a class="sd-stretched-link" href="https://github.com/pearu"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/15134881?v=4%22" alt="Avatar of Josh Wilson">
Josh Wilson
</div>
<a class="sd-stretched-link" href="https://github.com/person142"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/35046?v=4%22" alt="Avatar of Pauli Virtanen">
Pauli Virtanen
</div>
<a class="sd-stretched-link" href="https://github.com/pv"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/15245051?u=54810990f0fdb11ecaade02762c09d5549d72a11&amp;v=4%22" alt="Avatar of Chunlin">
Chunlin
</div>
<a class="sd-stretched-link" href="https://github.com/Qiyu8"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/44766858?u=fcb771cdeac5320fa0c8f40db39c5afb071fdfb0&amp;v=4%22" alt="Avatar of Raghuveer Devulapalli">
Raghuveer Devulapalli
</div>
<a class="sd-stretched-link" href="https://github.com/r-devulap"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/98330?u=22a023f8d191ba200ab13d476c83860d015cc9fe&amp;v=4%22" alt="Avatar of Ralf Gommers">
Ralf Gommers
</div>
<a class="sd-stretched-link" href="https://github.com/rgommers"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/46135?u=305a96a4778daecacbc8ec97ac25a48099a239cc&amp;v=4%22" alt="Avatar of Robert Kern">
Robert Kern
</div>
<a class="sd-stretched-link" href="https://github.com/rkern"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/1268991?u=974707b96081a9705f3a239c0773320f353ee02f&amp;v=4%22" alt="Avatar of Ross Barnowski">
Ross Barnowski
</div>
<a class="sd-stretched-link" href="https://github.com/rossbar"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/61977?v=4%22" alt="Avatar of Sebastian Berg">
Sebastian Berg
</div>
<a class="sd-stretched-link" href="https://github.com/seberg"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/12713707?u=5a3f6a8de4801d7878750cbd0bb2e0427bf0af0b&amp;v=4%22" alt="Avatar of Sayed Adel">
Sayed Adel
</div>
<a class="sd-stretched-link" href="https://github.com/seiko2plus"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/1217238?u=b61e7e0085405ce6d7d53f8f39a1360ef9723f72&amp;v=4%22" alt="Avatar of Stephan Hoyer">
Stephan Hoyer
</div>
<a class="sd-stretched-link" href="https://github.com/shoyer"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/45071?u=c779b5e06448fbc638bc987cdfe305c7f9a7175e&amp;v=4%22" alt="Avatar of Stefan van der Walt">
Stefan van der Walt
</div>
<a class="sd-stretched-link" href="https://github.com/stefanv"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/7903078?u=2762d9ff13b992dc635f8f190a17f9a90cddfae1&amp;v=4%22" alt="Avatar of Tyler Reddy">
Tyler Reddy
</div>
<a class="sd-stretched-link" href="https://github.com/tylerjereddy"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/321463?v=4%22" alt="Avatar of Warren Weckesser">
Warren Weckesser
</div>
<a class="sd-stretched-link" href="https://github.com/WarrenWeckesser"></a>
</div>
</div>
</div>
</div>
<h3 id="docs-team">Docs team<a class="headerlink" href="#docs-team" title="Link to this heading">#</a></h3>
<div class="sd-container-fluid sd-mb-4 false">
<div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-3 sd-row-cols-md-4 sd-row-cols-lg-5 sd-g-2 sd-g-xs-2 sd-g-sm-3 sd-g-md-4 sd-g-lg-5">
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/4336207?u=564d623a8c9d710c3520841b83458b0bf1eae010&amp;v=4%22" alt="Avatar of Rohit Goswami">
Rohit Goswami
</div>
<a class="sd-stretched-link" href="https://github.com/HaoZeke"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/43481325?u=8c0c0adbf3f2efd2cce72951d3554064c7bbfce3&amp;v=4%22" alt="Avatar of Inessa Pawson">
Inessa Pawson
</div>
<a class="sd-stretched-link" href="https://github.com/InessaPawson"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/46167686?u=b5ca05a767012822d06b8bc16e3cd5ca0d1cafe9&amp;v=4%22" alt="Avatar of Mars Lee">
Mars Lee
</div>
<a class="sd-stretched-link" href="https://github.com/MarsBarLee"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/823911?u=1dd52e6dcca6a7a35b6644935cdd33a6e166a596&amp;v=4%22" alt="Avatar of Matti Picus">
Matti Picus
</div>
<a class="sd-stretched-link" href="https://github.com/mattip"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/3949932?u=aacac68df60d2cf64c17c7e5aa17adf8b738aa7b&amp;v=4%22" alt="Avatar of Melissa Weber Mendonça">
Melissa Weber Mendonça
</div>
<a class="sd-stretched-link" href="https://github.com/melissawm"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/60316606?u=229ba03253068b0a4f206b0be08f7a9e76c832f1&amp;v=4%22" alt="Avatar of Mukulika">
Mukulika
</div>
<a class="sd-stretched-link" href="https://github.com/Mukulikaa"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/1268991?u=974707b96081a9705f3a239c0773320f353ee02f&amp;v=4%22" alt="Avatar of Ross Barnowski">
Ross Barnowski
</div>
<a class="sd-stretched-link" href="https://github.com/rossbar"></a>
</div>
</div>
</div>
</div>
<h3 id="web-team">Web team<a class="headerlink" href="#web-team" title="Link to this heading">#</a></h3>
<div class="sd-container-fluid sd-mb-4 false">
<div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-3 sd-row-cols-md-4 sd-row-cols-lg-5 sd-g-2 sd-g-xs-2 sd-g-sm-3 sd-g-md-4 sd-g-lg-5">
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/43481325?u=8c0c0adbf3f2efd2cce72951d3554064c7bbfce3&amp;v=4%22" alt="Avatar of Inessa Pawson">
Inessa Pawson
</div>
<a class="sd-stretched-link" href="https://github.com/InessaPawson"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/123428?v=4%22" alt="Avatar of Jarrod Millman">
Jarrod Millman
</div>
<a class="sd-stretched-link" href="https://github.com/jarrodmillman"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/3891660?u=5de0ba1f1adad6f041f6dde1affef5d05bbed80a&amp;v=4%22" alt="Avatar of Joe LaChance">
Joe LaChance
</div>
<a class="sd-stretched-link" href="https://github.com/joelachance"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/46167686?u=b5ca05a767012822d06b8bc16e3cd5ca0d1cafe9&amp;v=4%22" alt="Avatar of Mars Lee">
Mars Lee
</div>
<a class="sd-stretched-link" href="https://github.com/MarsBarLee"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/98330?u=22a023f8d191ba200ab13d476c83860d015cc9fe&amp;v=4%22" alt="Avatar of Ralf Gommers">
Ralf Gommers
</div>
<a class="sd-stretched-link" href="https://github.com/rgommers"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/5890484?u=feb15a24e010a434ded00e41d8bd030a2cc31bdb&amp;v=4%22" alt="Avatar of shalz">
shalz
</div>
<a class="sd-stretched-link" href="https://github.com/shaloo"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/5774448?u=af1d8beea7d3c37d064e0dcb42d96c41e1318934&amp;v=4%22" alt="Avatar of Shekhar Prasad Rajak">
Shekhar Prasad Rajak
</div>
<a class="sd-stretched-link" href="https://github.com/Shekharrajak"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/45071?u=c779b5e06448fbc638bc987cdfe305c7f9a7175e&amp;v=4%22" alt="Avatar of Stefan van der Walt">
Stefan van der Walt
</div>
<a class="sd-stretched-link" href="https://github.com/stefanv"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/1953382?u=5df9d41ad2a6d526e7daeec06225274905e7e660&amp;v=4%22" alt="Avatar of Albert Steppi">
Albert Steppi
</div>
<a class="sd-stretched-link" href="https://github.com/steppi"></a>
</div>
</div>
</div>
</div>
<h3 id="triage-team">Triage team<a class="headerlink" href="#triage-team" title="Link to this heading">#</a></h3>
<div class="sd-container-fluid sd-mb-4 false">
<div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-3 sd-row-cols-md-4 sd-row-cols-lg-5 sd-g-2 sd-g-xs-2 sd-g-sm-3 sd-g-md-4 sd-g-lg-5">
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/702934?u=a026c1b1117981cea46e56ba562f3e80dfa71329&amp;v=4%22" alt="Avatar of Andrew Nelson">
Andrew Nelson
</div>
<a class="sd-stretched-link" href="https://github.com/andyfaff"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/1522319?v=4%22" alt="Avatar of Anirudh Subramanian">
Anirudh Subramanian
</div>
<a class="sd-stretched-link" href="https://github.com/anirudh2290"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/71486?u=cc88e2a4e4c6c496dcb9dd88cead5c0dab496c89&amp;v=4%22" alt="Avatar of Aaron Meurer">
Aaron Meurer
</div>
<a class="sd-stretched-link" href="https://github.com/asmeurer"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/3813847?v=4%22" alt="Avatar of Atsushi Sakai">
Atsushi Sakai
</div>
<a class="sd-stretched-link" href="https://github.com/AtsushiSakai"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">
<div class="sd-card sd-w-100 sd-shadow-sm sd-card-hover text-center">
<div class="sd-card-body">
<img src="https://avatars.githubusercontent.com/u/6691888?v=4%22" alt="Avatar of Ben Nathanson">
Ben Nathanson
</div>
<a class="sd-stretched-link" href="https://github.com/bjnath"></a>
</div>
</div>
<div class="sd-col sd-d-flex-row">