> Kulbach, Cedric. _Online Automated Machine Learning_. # Online Automated Machine Learning - Associate data streams with automated ML - Error estimation: - Holdout - interleaved test-then-train - Prequential - Interleaved chunks - Evolutionary approach - Generate a new configuration by mutating the best configuration - Remove the weakest configuration - Train all configurations with an online bagging approach - Beats everything in accuracy, consumes much more RAM-hours than single algorithms, but much fewer than other ensemble methods ## Deep Learning - Influence of learning rate on adaptability?