Neural Ninjas · Deep Learning Forensics Lab
Data Leakage & VRAM: The Silent Killers
98% in the lab, 62% in production. Find out why before your GPU (or your model) explodes.
Case #1 — The Premature Scaler
Tap the pipeline step where the leak happens
1 / 5
❌ Wrong pipeline
✅ Correct pipeline
🧮 VRAM Calculator
Drag the sliders — watch the building rise (and maybe collapse)
7.6 GB
🔴 CRITICAL — over capacity
Overhead1.3 GB
Optimizer (Adam)0.9 GB
Gradients0.5 GB
Activations2.1 GB
Weights0.5 GB
Batch data1.2 GB
💡 Suggestions
Figures are simplified educational estimates, not exact profiler output.