Training Journey

Dia 6/12

📈 Training Journey

EfficientNetB0 Progressive Improvement
Van 84.5% naar 91.3% in 3 strategische fasen

SCREENING

84.5%

Baseline

Model Selectie

3 epochs snelle training
EfficientNetB0 gekozen
Beste balans prestatie/efficiency

→

DEEP TRAINING

88.5%

+4.0pp

Optimalisatie

15 epochs volledige training
Advanced callbacks
Learning rate scheduling
Best epoch: 11

→

FINE-TUNING

91.3%

+2.8pp

Finale Verfijning

Strategic layer unfreezing
Conservative optimization
FINALE RESULTAAT

⏹️ Early Stop: 9/20 epochs
Best weights hersteld (epoch 4)

+6.8

Procentpunten
Verbetering

~15

minuten
Totale Training

Werkelijke
Epochs

4.4M

Model
Parameters

🚀 Journey Insights

🎯

Grootste winst in
Deep Training fase

🛡️

Early stopping
voorkomt overfitting

⚡

Efficient model
snelle convergentie