Machine learning based improvements in estimation techniques

A system comprising one or more computers and computer storage media storing instructions that, when executed by the one or more computers, cause the computers to perform operations comprising:

• obtaining a seed specifying a portion of an action performable by a user with respect to a networked computing environment;
• completing a description of the action by providing a first recurrent neural network (RNN) with the seed to generate one or more additional words, and by creating the description as a phrase including the seed and the one or more additional words;
• determining an estimated down-stream impact (DSI) associated with the action by providing a numerical representation of the description to a second RNN to predict the estimated DSI, the estimated DSI indicating an estimated measure of impact to the networked computing environment which would be caused by performance of the action;
• and
• causing output of an interactive user interface including information representing the action and the estimated DSI.

Non-transitory computer storage media storing instructions that when executed by a system of one or more computers, cause the one or more computers to perform operations comprising:

• obtaining a seed specifying a portion of an action performable with respect to a networked computing environment;
• completing a description of the action by providing a first machine learning (ML) model with the seed to generate one or more additional words, and by creating the description as a phrase including the seed and the one or more additional words;
• determining an estimated down-stream impact (DSI) associated with the action by providing a numerical representation of the description to a second ML model to predict the estimated DSI, the estimated DSI indicating an estimated measure of impact to the networked computing environment which would be caused by performance of the action;
• and
• causing output of an interactive user interface including information representing the action and the estimated DSI.