The increasing data size and model complexity makes it even harder to find a reasonable configuration within a limited computational or time budget. Multi-Fidelity techniques in general approximate the true value of an expensive black box function with a cheap (maybe noisy) evaluation proxy and thus, increase the efficiency of HPO approaches substantially. For example, … Continue reading Many-fidelity HPO