Inventors:
- London, GB
Arturo Bajuelos Castillo - Miami FL, US
Sanjeev Jagannatha Rao - Sunnyvale CA, US
Xueliang Lu - Fremont CA, US
Amogh S. Asgekar - Palo Alto CA, US
Anton Alexandrov - San Francisco CA, US
Carsten Miklos Steinebach - El Cerrito CA, US
International Classification:
G06N 3/08
G06N 3/04
G06Q 30/06
Abstract:
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network used to generate a ranking score for a network input. One of the methods includes generating training data and training the neural network on the training data. The training data includes a plurality of training pairs. The generating comprising: obtaining data indicating that a plurality of training network inputs were displayed in a user interface according to a presentation order, obtaining data indicating that a first training network input of the plurality of training network inputs has a positive label, determining that a second training network input of the plurality of training network inputs (i) has a negative label and (ii) is higher than the first training network input in the presentation order, and generating a training pair that includes the first training network input and the second training network input.
