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microsoft/ml-for-beginners

Star momentum, maintenance concentration, contributor health, and codebase change — one report built from public repository data.

Open on GitHub
Current stars
90,469
Activity since
2021
Latest activity
Sep 2026

Public star activity

Last 30 days
+99
Last 90 days
+118
Actions / day
41
Public star actions
stars from March 12, 2021 to September 15, 2026, peaking at 82,816.83k STARS5 YR 6 MO83kSEP 2026MAR 2021

82,816 stars on September 15, 2026.

stars by date
Datestars
March 12, 20212
July 7, 20217,752
July 11, 20219,384
July 20, 202113,405
July 29, 202114,097
August 3, 202115,188
August 12, 202117,076
August 21, 202117,479
August 28, 202117,681
September 6, 202117,957
September 15, 202122,396
September 20, 202122,992
September 29, 202123,240
October 9, 202123,514
October 13, 202123,563
October 22, 202123,642
November 5, 202125,351
November 9, 202125,983
November 18, 202126,305
November 27, 202128,126
December 2, 202128,525
December 11, 202128,801
December 20, 202128,997
December 25, 202129,104
January 3, 202229,401
January 12, 202229,655
January 16, 202229,747
January 26, 202229,955
February 4, 202230,077
February 8, 202230,151
February 17, 202230,264
February 26, 202230,385
March 3, 202230,450
March 12, 202230,608
March 21, 202230,865
March 26, 202230,944
April 4, 202231,348
April 13, 202232,447
April 18, 202234,726
April 27, 202235,293
May 6, 202236,475
May 10, 202236,963
May 19, 202237,482
May 29, 202237,886
June 2, 202238,376
June 11, 202239,212
June 20, 202239,864
June 25, 202240,013
July 4, 202240,227
July 13, 202240,930
July 18, 202241,050
July 27, 202241,255
August 5, 202241,384
August 9, 202241,461
August 19, 202241,666
August 28, 202241,830
September 1, 202242,530
September 10, 202242,934
September 19, 202243,417
September 24, 202243,562
October 3, 202243,923
October 12, 202244,033
October 21, 202244,155
October 26, 202244,220
November 4, 202244,325
November 13, 202244,449
November 18, 202244,517
November 27, 202244,602
December 6, 202244,720
December 10, 202244,761
December 20, 202244,913
December 29, 202245,064
January 2, 202345,113
January 11, 202345,320
January 20, 202345,565
January 25, 202345,664
February 3, 202346,391
February 12, 202346,599
February 17, 202346,685
February 26, 202346,879
March 7, 202347,038
March 12, 202347,128
March 21, 202347,295
March 30, 202347,460
April 3, 202348,454
April 13, 202349,467
April 22, 202349,675
April 26, 202349,771
May 5, 202349,992
May 14, 202350,268
May 19, 202350,431
May 28, 202350,695
June 6, 202350,940
June 11, 202351,378
June 20, 202351,721
June 29, 202351,963
July 4, 202352,644
July 13, 202353,146
July 22, 202353,382
July 26, 202354,082
August 4, 202354,966
August 14, 202355,158
August 18, 202355,217
August 27, 202355,362
September 5, 202355,512
September 10, 202355,574
September 19, 202355,709
September 28, 202355,830
October 3, 202355,891
October 12, 202356,018
October 21, 202356,155
October 25, 202356,281
November 4, 202356,457
November 13, 202356,697
November 17, 202361,829
November 26, 202363,242
December 5, 202364,480
December 10, 202365,079
December 19, 202365,512
December 28, 202365,753
January 2, 202465,900
January 11, 202466,131
January 20, 202466,306
January 25, 202466,460
February 3, 202466,658
February 12, 202466,808
February 16, 202466,872
February 25, 202467,051
March 6, 202467,323
March 10, 202467,464
March 19, 202467,678
March 28, 202467,891
April 2, 202468,590
April 11, 202469,309
April 20, 202469,453
April 25, 202469,545
May 4, 202469,718
May 13, 202469,889
May 17, 202469,992
May 27, 202470,160
June 5, 202470,325
June 9, 202470,402
June 18, 202470,547
June 27, 202470,739
July 2, 202470,869
July 11, 202471,153
July 20, 202471,334
July 25, 202471,409
August 3, 202471,538
August 12, 202471,685
August 17, 202471,746
August 26, 202471,919
September 4, 202472,051
September 8, 202472,091
September 17, 202472,217
September 27, 202472,436
October 1, 202472,479
October 10, 202472,628
October 19, 202472,765
October 24, 202472,848
November 2, 202472,964
November 11, 202473,079
November 16, 202473,148
November 25, 202473,276
December 4, 202473,399
December 9, 202473,462
December 18, 202473,564
December 27, 202473,671
December 31, 202473,726
January 9, 202574,085
January 19, 202574,282
January 23, 202574,347
February 1, 202574,494
February 10, 202574,627
February 15, 202574,721
February 24, 202574,875
March 5, 202575,021
March 10, 202575,109
March 19, 202575,235
March 28, 202575,382
April 6, 202575,529
April 11, 202575,602
April 20, 202575,753
April 29, 202575,889
May 3, 202575,930
May 12, 202576,074
May 22, 202576,254
May 26, 202576,299
June 4, 202576,392
June 13, 202576,473
June 18, 202576,518
June 27, 202576,866
July 6, 202577,247
July 11, 202577,579
July 20, 202578,028
July 29, 202578,555
August 2, 202578,681
August 12, 202578,907
August 21, 202579,069
August 25, 202579,156
September 3, 202579,279
September 12, 202579,424
September 17, 202579,499
September 26, 202579,655
October 5, 202579,756
October 16, 202579,803
October 25, 202579,907
November 3, 202579,998
November 8, 202580,099
November 17, 202580,211
November 26, 202580,335
November 30, 202580,394
December 9, 202581,006
December 19, 202581,562
December 23, 202581,606
January 1, 202681,740
January 10, 202681,865
January 15, 202681,898
January 24, 202681,974
February 2, 202682,058
February 7, 202682,092
February 16, 202682,171
February 25, 202682,258
March 1, 202682,299
March 11, 202682,348
March 20, 202682,428
March 24, 202682,443
April 2, 202682,471
April 11, 202682,524
April 16, 202682,551
April 25, 202682,587
May 5, 202682,618
May 10, 202682,635
May 24, 202682,662
June 6, 202682,683
June 12, 202682,698
June 28, 202682,712
August 20, 202682,722
September 4, 202682,733
September 15, 202682,816

The last 90 days run behind its lifetime average, which is ordinary for a mature project.

Observed activity milestones: 100 around Jul 20211k around Jul 202110k around Jul 2021

The commit history reads microsoft/ml-for-beginners a second time

methodology

Fix-labelled changes, file change frequency, ownership concentration and maintenance cadence, each computed from this repository's analyzed commit window. None of them is derived from stars, which is why they are allowed to disagree with the curve above.

Fix-labelled changes
Fix-labelled changes for microsoft/ml-for-beginners
File change frequency
File change frequency for microsoft/ml-for-beginners
Bus factor
Bus factor for microsoft/ml-for-beginners
Maintenance pulse
Maintenance pulse for microsoft/ml-for-beginners
Contributors
Contributors for microsoft/ml-for-beginners
Language activity
Language activity for microsoft/ml-for-beginners
Commit activity
Commit activity for microsoft/ml-for-beginners
Recent TODO/FIXME movement
Recent TODO/FIXME movement for microsoft/ml-for-beginners

Attention is not adoption.

Stars against usage

No published package was detected for this repository, so there is nothing to lay over star growth.

Earned badges

badge studio

Maintenance, ownership and star-momentum signals, computed from the same commit and star history and embeddable as static images.

Reading badge evidence for microsoft/ml-for-beginners.

Notes on microsoft/ml-for-beginners

How many stars does microsoft/ml-for-beginners have?
GitHub currently reports 90,469 stars for microsoft/ml-for-beginners. The chart itself is rebuilt from historical star data, which records star actions and not unstars, so it reads as an attention signal rather than a net star count.
What does recent star activity look like for ml-for-beginners?
gitdebt observed about 118 public star actions for microsoft/ml-for-beginners over the latest 90 days of archive coverage (about 99 in the latest 30). This is an approximate attention signal, not a net-star count, because unstars are not present. That's below its lifetime average activity pace, which is common for mature projects.
Is ml-for-beginners still active?
Public archive data shows about 99 star actions for microsoft/ml-for-beginners in the latest 30 days of coverage. For repository activity, use the commit heatmap, commit trend, and contributor charts on this page.
When was ml-for-beginners created?
microsoft/ml-for-beginners was created on March 3, 2021. The first public star activity observed for microsoft/ml-for-beginners is from Mar 2021.

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The block below publishes the chart with its source and coverage date stated beside it — the same three facts the title block above shows, as text a reader can check. The prompt underneath hands a coding agent the badges and repo-health charts as well.

README.md · microsoft/ml-for-beginners star history
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<sub>Star history source: Historical star data · Covers through September 15, 2026 · Still updating — <a href="https://gitdebt.com/microsoft/ml-for-beginners?ref=readme">gitdebt</a></sub>

Light and dark variants, alt text, and one provenance line. Provenance is text in your README, never baked into the image URL, so the chart stays cacheable.

Paste it into Claude Code, Cursor, Codex, or any coding agent with your checkout open. It carries the measured numbers, the exact snippets, and the rules — including replacing an existing star-history widget in place rather than stacking a second chart under it.