Abstract: Provided are computing systems, methods, and platforms that automatically produce production-ready machine learning models and deployment pipelines from minimal input information such as a raw training dataset. In particular, one example computing system can import a training dataset associated with a user. The computing system can execute an origination machine learning pipeline to perform a model architecture search that selects and trains a machine learning model for the training dataset. Execution of the origination machine learning pipeline can also result in generation of a deployment machine learning pipeline configured to enable deployment of the machine learning model (e.g., running the machine learning model to produce inferences and/or optionally other tasks such as re-training and/or re-tuning the model).

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a machine learning model. One of the methods includes receiving metadata for the training, generating a metadata sequence that represents the metadata, at each of a plurality of iterations: generating one or more trials that each specify a respective value for each of a set of hyperparameters, comprising, for each trial: generating an input sequence for the iteration that comprises (i) the metadata sequence and (ii) for any earlier trials, a respective sequence that represents the respective values for the hyperparameters specified by the earlier trial and a measure of performance for the trial, and processing an input sequence for the trial that comprises the input sequence for the iteration using a sequence generation neural network to generate an output sequence that represents respective values for the hyperparameters.

Abstract: A splash-resistant drinking device for use with a lid of a cup. The device includes a stem that insertably engages an outlet opening of the lid. The stem has upper and lower opposed ends, a top opening adjacent the upper end, a bottom opening adjacent the lower end, and a cavity extending between the top and bottom openings. The stem is sized and shaped so as to be insertable into the outlet opening of the lid such that the lower end, and hence the bottom opening, are immersed in liquid contained in the cup. A column of the liquid is contained within the cavity, thereby inhibiting the splashing of the liquid through the outlet opening.