Generative Modelling of Sequential Data

Autoregressive convolutional neural networks such as WaveNet are powerful models that have recently achieved state-of-the-art results on both text-to-speech tasks and language modelling. In spite of this, they have so-far been unable to generate …


DeepFRET, a new deep learning-based platform for standardized, automated, and unbiased single-molecule FRET data analysis, seeks to lower the threshold for smFRET expertise, allowing for a greater number of scientists to take advantage of this powerful technique.