Abstract: Technologies are disclosed for machine learning assisted automation of workflows based on observation of user interaction with operating system (OS) platform features. User interaction data is collected that defines the activity of a user with respect to platform features provided by an OS. The user interaction data is provided to a trained machine learning model that is configured to identify a workflow for performing a task based on the user interaction data. If the trained machine learning model identifies a relevant workflow, a user interface (UI) can be presented to the user that includes data identifying the workflow selected by the trained machine learning model. The UI can also include an element which, when selected, will cause the computing device to execute the workflow selected by the trained machine learning model based on the user interaction data.

Abstract: A picture password interface is displayed to generate a password for a web service that accepts text passwords to help users more easily remember their passwords. In response to receiving user input at a picture displayed in the picture password interface, values from an associated cipher key are identified. These identified values are then combined into a user key based on an order and location at which the user input was received. The user key is then combined with a web service key to generate a password that is specific to the user and specific to the web service that the user is attempting to access. The generated password can be verified to ensure that it complies with any password complexity rules for the web service.

Abstract: A picture password interface is displayed to generate a password for a web service that accepts text passwords to help users more easily remember their passwords. In response to receiving user input at a picture displayed in the picture password interface, values from an associated cipher key are identified. These identified values are then combined into a user key based on an order and location at which the user input was received. The user key is then combined with a web service key to generate a password that is specific to the user and specific to the web service that the user is attempting to access. The generated password can be verified to ensure that it complies with any password complexity rules for the web service.