Training Efficiency

Definitions

1. How effectively a training setup converts compute, data, and time into improved model performance. Better training efficiency means reaching useful quality with fewer resources.

   In plain English: How efficiently training turns resources into better model performance.

   Example: "Mixed-precision training improved training efficiency enough to fit another experimental run within the quarter's budget."

Related Terms

• Compute Optimal Training
• Knowledge Cutoff
• Lean AI
• Model Efficiency
• Safety Training
• Small Language Model
• Supervised
• Training Budget
• Training Config
• Training Loss
• Training Objective
• Training Schedule
• Training Strategy
• Warm Start