Software as a service (SAAS) in the fields of machine learning infrastructure and machine learning operations; Providing temporary use of on-line non-downloadable cloud computing software using artificial intelligence for use in software code development, machine learning models, testing and measuring assumptions, testing and measuring changes, generating predictions, monitoring software code, creating or setting criteria for alerts, creating reports, and sharing data; Software as a service (SAAS) for data replication, mirroring, and searching in a cloud-based data warehouse; Cloud computing software for use in data analytics and data mining, namely, software as a service (SAAS) featuring software for use in data analytics and data mining; data conversion of electronic information to enable data extraction; providing temporary use of on-line non-downloadable software for providing business data analysis services for automatically extracting business information from data; Providing on-line non-downloadable software allowing users to define, execute, and monitor workflows; Providing on-line non-downloadable software allowing users to define, execute, and monitor, measure, test and model code; Providing on-line non-downloadable software allowing users to create and run reports on code and share with others; Providing on-line non-downloadable software allowing users to create assumptions and predictions based on code, all the foregoing for use by data scientists