Computer Performance Prediction

The question

Prediction error needs both a clear unit and an explicit held-out population to be interpretable.

How it works

• Model the recorded hardware-performance target from six predictors.
• Separate a 47-system holdout from the 208-record dataset.
• Inspect regression error alongside explained variation.

Evidence & results

• Stored model evaluation reports test R² of 0.948 on the 47-system holdout.

Scope & next steps

• Historical educational result from one notebook, not a production capacity model.
• The reported estimator is separate from the randomized-search estimator. This shares a repository with Mushroom Classification.