Model Evaluation

Confusion Matrix

Slide the decision threshold — watch predictions flip and precision trade off against recall.

predicted probability · 20 samples0 predicted positive
+ τ 0.0 0.5 1.0
pred +
pred −
actual +
0
TP
true positive
0
FN
false negative
actual −
0
FP
false positive
0
TN
true negative
Accuracy(TP+TN)/N
0
PrecisionTP/(TP+FP)
0
RecallTP/(TP+FN)
0
F1 score2·P·R/(P+R)
0
balanced
evaluate.py