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: A method for managing digital tokens in the CRMM includes receiving both data pertaining to a tender offer by a purchasing entity for an infrastructure project such as a solar PV project, and also data pertaining to a guarantee of required financing for the tender offer including an estimate of a premium for the guarantee and one or more compliance terms for the guarantee. The method additionally includes combining the data pertaining to the tender offer with the data pertaining to the guarantee into a single cryptographically encrypted digital token and transmitting the token to the purchasing entity. Finally, the method includes subsequently periodically receiving requests to validate the token from different prospective participants in the project and upon confirming an authenticity of the token, replying to each of the requests with an indication of validation.

Abstract: A computer-implemented method includes evaluating, using an analysis module of a public safety analysis system, user-generated content associated with at least one content source; identifying, using the analysis module of the public safety analysis system, a putative public safety incident based at least in part on the evaluation of the user-generated content; and providing, using an output module of the public safety analysis system, a representation of the putative public safety incident to a client of the public safety analysis system.

Abstract: A computer-implemented method includes evaluating, using an analysis module of a public safety analysis system, user-generated content associated with at least one content source; identifying, using the analysis module of the public safety analysis system, a putative public safety incident based at least in part on the evaluation of the user-generated content; and providing, using an output module of the public safety analysis system, a representation of the putative public safety incident to a client of the public safety analysis system.