Efficient duplicate detection for machine learning data sets

LP Dirac, AM Ingerman - US Patent 10,963,810, 2021 - Google Patents
Machine learning combines techniques from statistics and artificial intelligence to create
algorithms that can learn from empirical data and generalize to solve problems in various …

Interactive interfaces for machine learning model evaluations

PPY Lee, NM Correa, LP Dirac… - US Patent 10,452,992, 2019 - Google Patents
A first data set corresponding to an evaluation run of a model is generated at a machine
learning service for display via an interactive interface. The data set includes a prediction …

Optimized training of linear machine learning models

M Brueckner, D Blick - US Patent 10,318,882, 2019 - Google Patents
An indication of a data source to be used to train a linear prediction model is obtained. The
model is to generate predictions using respective parameters assigned to a plurality of …

Semantic framework for variable haptic output

C Moussette, GI Butcher, HD Verweij, J Ive - US Patent 10,089,840, 2018 - Google Patents
Methods and apparatus organize a plurality of haptic output variations into a cohesive
semantic framework that uses various information about the alert condition and trigger …

Devices, methods, and graphical user interfaces for providing haptic feedback

IA Chaudhri, SJ Bauer, HD Verweij, GI Butcher… - US Patent …, 2018 - Google Patents
An electronic device with a touch-sensitive surface, a display, and one or more tactile output
generators for generating tactile outputs displays a user interface that includes a first item …

Input processing for machine learning

LP Dirac, J Li, R Ramakrishnan, T Zheng… - US Patent …, 2021 - Google Patents
A record extraction request for a data set is received at a machine learning service. A plan to
perform one or more chunk-level operations (such as sampling, shuffling, splitting or …

Optimized decision tree based models

RM Steele, T Agarwal, LP Dirac, J Qian - US Patent 10,339,465, 2019 - Google Patents
During a training phase of a machine learning model, representations of at least some
nodes of a decision tree are generated and stored on persistent storage in depth-first order …

Devices, methods, and graphical user interfaces for generating tactile outputs

JY Robert, TM Fox, C Moussette, V Miladinov… - US Patent …, 2019 - Google Patents
US10175762B2 - Devices, methods, and graphical user interfaces for generating tactile outputs -
Google Patents US10175762B2 - Devices, methods, and graphical user interfaces for generating …

Devices, methods, and graphical user interfaces for providing haptic feedback

C Moussette, HD Verweij, MR Lerner… - US Patent …, 2018 - Google Patents
An electronic device detecting an alert event; and, in response, delays provision of feedback
indicative of the alert event until determining whether the electronic device is in a first use …

Concurrent binning of machine learning data

LP Dirac, M Brueckner, R Herbrich - US Patent 9,672,474, 2017 - Google Patents
Variables of observation records to be used to generate a machine learning model are
identified as candidates for quantile binning transformations. In accordance with a particular …