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How Many Trees in a Random Forest? A Revisited Approach with Plateau Search and Optuna Integration

Announce Type: new Abstract: Hyperparameter optimization (HPO) for Random Forest faces a specific difficulty in tuning the number of trees: the predictive score typically improves monotonically with ensemble size, so standard methods such as Tree-structured Parzen Estimator (TPE) and Hyperband require a predefined search range and often drive the estimate toward its right boundary. Early-stopping strategies avoid fixing such a range, but can be sensitive to score noise and prone to premature...

arXiv CS 7d ago

You Must Fix Your Asserts (Zig)

You Must Fix Your Asserts A user on a discussion platform wrote: I think “disabling asserts in prod” is a pretty common technique, yeah? As far as I know that is probably a correct statement, but I believe it to be an irredeemably bad practice. Let’s start with some context first, since this discussion started because of how std.debug.assert works in Zig.

Hacker News 9d ago