Analytics — Machine Learning Fundamentals
PES University · Spring 2026
Interactions this week
14.8k+22%
Avg interactions / student
17.3+2.1
High-confusion concepts
2
of 12 measuredStudents flagged
3
need a check-inConfusion points
Click any concept for a deep dive.
Concept deep dive
68% confusionAttention Mechanism
Students struggling23
Avg interactions22.4
Most common wrong valuecausal mask = on
Suggested action
Reteach the masking rule with a worked example: which positions can the token "mat" attend to when causal masking is on. Three students hit this same wrong configuration five or more times.
Student understanding
8 enrolled| Student | Lessons | Avg interactions | Understanding | Last active | Flag |
|---|---|---|---|---|---|
ASAditya Sharma | 8 | 14.2 | 87% | 2 hours ago | — |
PNPriya Nair | 7 | 22.8 | 62% | 1 hour ago | Struggling with attention mechanism — 8 retries on causal masking |
RVRahul Verma | 9 | 11.6 | 91% | 30 minutes ago | — |
SPSneha Patel | 5 | 31.4 | 44% | 3 days ago | At risk — low score across regularisation and bias-variance |
AKArjun Kumar | 8 | 16.9 | 78% | 1 day ago | — |
MIMeera Iyer | 9 | 13.1 | 83% | 5 hours ago | — |
KRKarthik Reddy | 7 | 18.4 | 71% | yesterday | — |
DMDivya Menon | 6 | 26.7 | 52% | 2 days ago | Watch — multiple retries on gradient descent learning rate |