How often should I evaluate my AI model?

How often should I evaluate my AI model?

The frequency of model evaluation depends on various factors, including the model's purpose and the data it processes.

What factors should I consider when deciding the evaluation frequency?

Consider the model's performance stability, the rate of data change, and the criticality of the model's decisions.

Is there a standard frequency for evaluation?

While there's no one-size-fits-all answer, many organizations evaluate their models monthly or quarterly.

What happens if I don't evaluate my model regularly?

Neglecting regular evaluations can lead to model drift, where the model's performance degrades over time.