Hyperparameter Optimization for Large-scale Machine Learning

Hyperparameter optimization is a crucial task affecting the final performance of machine learning solutions. This thesis analyzes the properties of different hyperparameter optimization algorithms for machine learning problems with large datasets. In hyperparameter optimization, we repeatedly propos... View More