AI & MLRecommendedAIML-SYS-014

Compute, Memory, and Cost Accounting

Counting FLOPs, parameters, activations, and optimiser state to estimate training and inference cost.

Difficulty
3 / 5
Importance
4 / 5
Study time
1–2 h
Kind of work
Mixed

Why it matters

The learner can estimate training FLOPs and memory for a transformer from parameter count and token count.

The route to this topic

Route AIML-SYS-014