Hyperparameter Tuning of Deep Learning Algorithm


Random Sampling Method: In random method, we have high probability of finding good set of params quickly. Random sampling allows efficient search in hyperparameter space. In this range, it is quite reasonable to pick random values. This way we will spend equal resource to explor each interval of hyperparameter range.