Skip to content
gitdebt

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
90,498
Activity since
2021
Latest activity
Sep 2026

Public star activity

Last 30 days
+104
Last 90 days
+123
Actions / day
41
Public star actions
stars from March 12, 2021 to September 16, 2026, peaking at 82,822.83k STARS5 YR 6 MO83kSEP 2026MAR 2021

82,822 stars on September 16, 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 17, 202229,772
January 26, 202229,955
February 4, 202230,077
February 8, 202230,151
February 17, 202230,264
February 27, 202230,397
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 11, 202237,043
May 20, 202237,510
May 29, 202237,886
June 2, 202238,376
June 11, 202239,212
June 21, 202239,898
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 10, 202241,486
August 19, 202241,666
August 28, 202241,830
September 1, 202242,530
September 11, 202242,990
September 20, 202243,449
September 24, 202243,562
October 3, 202243,923
October 13, 202244,045
October 22, 202244,162
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 11, 202244,764
December 20, 202244,913
December 29, 202245,064
January 3, 202345,131
January 12, 202345,337
January 21, 202345,579
January 25, 202345,664
February 3, 202346,391
February 13, 202346,616
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 4, 202348,850
April 13, 202349,467
April 22, 202349,675
April 27, 202349,793
May 6, 202350,027
May 15, 202350,308
May 19, 202350,431
May 28, 202350,695
June 7, 202351,120
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 27, 202354,403
August 5, 202355,001
August 14, 202355,158
August 19, 202355,231
August 28, 202355,379
September 6, 202355,528
September 10, 202355,574
September 19, 202355,709
September 29, 202355,839
October 3, 202355,891
October 12, 202356,018
October 21, 202356,155
October 26, 202356,309
November 4, 202356,457
November 13, 202356,697
November 18, 202362,243
November 27, 202363,306
December 6, 202364,751
December 10, 202365,079
December 20, 202365,546
December 29, 202365,775
January 2, 202465,900
January 11, 202466,131
January 21, 202466,329
January 25, 202466,460
February 3, 202466,658
February 12, 202466,808
February 17, 202466,891
February 26, 202467,065
March 6, 202467,323
March 11, 202467,506
March 20, 202467,706
March 29, 202467,911
April 2, 202468,590
April 12, 202469,320
April 21, 202469,469
April 25, 202469,545
May 4, 202469,718
May 13, 202469,889
May 18, 202470,012
May 27, 202470,160
June 5, 202470,325
June 10, 202470,421
June 19, 202470,563
June 28, 202470,749
July 3, 202470,944
July 12, 202471,175
July 21, 202471,348
July 25, 202471,409
August 4, 202471,550
August 13, 202471,696
August 17, 202471,746
August 26, 202471,919
September 4, 202472,051
September 9, 202472,099
September 18, 202472,237
September 27, 202472,436
October 2, 202472,499
October 11, 202472,641
October 20, 202472,775
October 25, 202472,860
November 3, 202472,978
November 12, 202473,095
November 16, 202473,148
November 26, 202473,284
December 5, 202473,410
December 9, 202473,462
December 18, 202473,564
December 27, 202473,671
January 1, 202573,744
January 10, 202574,112
January 19, 202574,282
January 24, 202574,371
February 2, 202574,511
February 11, 202574,644
February 16, 202574,739
February 25, 202574,889
March 6, 202575,044
March 10, 202575,109
March 19, 202575,235
March 29, 202575,398
April 7, 202575,545
April 11, 202575,602
April 20, 202575,753
April 30, 202575,901
May 4, 202575,942
May 13, 202576,091
May 22, 202576,254
May 27, 202576,312
June 5, 202576,400
June 14, 202576,483
June 19, 202576,525
June 28, 202576,895
July 7, 202577,311
July 11, 202577,579
July 21, 202578,082
July 30, 202578,620
August 3, 202578,712
August 12, 202578,907
August 21, 202579,069
August 26, 202579,176
September 4, 202579,290
September 13, 202579,438
September 18, 202579,534
September 27, 202579,664
October 6, 202579,769
October 17, 202579,815
October 26, 202579,913
November 4, 202580,027
November 8, 202580,099
November 18, 202580,225
November 27, 202580,348
December 1, 202580,401
December 10, 202581,116
December 19, 202581,562
December 24, 202581,616
January 2, 202681,759
January 11, 202681,871
January 16, 202681,907
January 25, 202681,987
February 3, 202682,063
February 8, 202682,102
February 17, 202682,177
February 26, 202682,264
March 2, 202682,305
March 12, 202682,352
March 21, 202682,432
March 25, 202682,444
April 3, 202682,475
April 12, 202682,535
April 17, 202682,555
April 26, 202682,592
May 6, 202682,622
May 11, 202682,638
May 27, 202682,664
June 7, 202682,690
June 13, 202682,699
July 1, 202682,713
August 21, 202682,723
September 5, 202682,746
September 16, 202682,822

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 90,498 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 123 public star actions for microsoft/ml-for-beginners over the latest 90 days of archive coverage (about 104 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 104 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.

Read ml-for-beginners against a neighbour

comparison builder
Compare with any repository

Put this drawing in your README

markdown for agents

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
<a href="https://gitdebt.com/microsoft/ml-for-beginners?ref=readme">
  <picture>
    <source media="(prefers-color-scheme: dark)" srcset="https://api.gitdebt.com/api/repos/microsoft/ml-for-beginners/chart.svg?theme=dark" />
    <img alt="microsoft/ml-for-beginners star history" src="https://api.gitdebt.com/api/repos/microsoft/ml-for-beginners/chart.svg?theme=light" />
  </picture>
</a>

<sub>Star history source: Historical star data · Covers through September 16, 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.