Sergey Nikolenko
13 Oct 2018
10:55 - 11:40
Stream A

Synthetic Data and Generative Models in Deep Learning

Many major problems of modern AI come down to data: either lack of data or, also very often, lack of labeled data. Synthetic data is an important approach to solving the data problem by either producing artificial data from scratch or using advanced augmentation techniques to produce novel and diverse training examples. In the talk, I will introduce the notion of synthetic data and various approaches to it and present several exciting deep learning projects that we do at Neuromation and that are ultimately related to the synthetic data approach.