H2O has announced several new advancements including improved security features, semi-supervised deep learning, and capabilities for large Java models. New features were also added for tree algorithms like gradient boosted machines to improve accuracy, and H2O will now support convolutional and recurrent neural networks for tasks like image recognition and time series analysis. Deep Water was announced as H2O's next generation deep learning platform to bring enterprise deep learning capabilities.