Python
BlueRingsLabs/no-shortcuts
Free Course : Data, Machine Learning, Deep Learning and AI Engineering, the long way round: the math, the code, the systems and the security. 173 lessons, 166 runnable labs, no shortcuts. Free under CC BY-NC 4.0.
★ 172
Stars
30 forks · 0 open issues
+5.0/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
35.7
Momentum / 100
see the breakdown below
42d ago
Created
last push 10d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 14.9 | +5.0/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 0.0 | needs 7-day and 30-day rates side by side |
| Freshness | 15 | 14.4 | last push 10d ago; decays to zero at 180 days |
| Scale | 15 | 6.5 | 172 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 35.7 | sum of the above |
Detail
| Topics | ai-engineeringcoursedata-engineeringdeep-learningllmmachine-learningmlopspythonpytorchragreinforcement-learningsecurity |
| Matched on | RAG (rag) Security (security) Data (data-engineering) |
| Short window | +35 stars over 7 days = 5.0/day |
| Long window | no snapshot 14–45 days old yet |
| Lifetime average | 4.33 stars/day over 40 days |
| First seen here | 2026-10-23 |
| Last read | 2d ago |