AUTHOR=Robertson Connor , Wilmoth Jared L. , Retterer Scott , Fuentes-Cabrera Miguel TITLE=Video frame prediction of microbial growth with a recurrent neural network JOURNAL=Frontiers in Microbiology VOLUME=13 YEAR=2023 URL=https://www.frontiersin.org/journals/microbiology/articles/10.3389/fmicb.2022.1034586 DOI=10.3389/fmicb.2022.1034586 ISSN=1664-302X ABSTRACT=
The recent explosion of interest and advances in machine learning technologies has opened the door to new analytical capabilities in microbiology. Using experimental data such as images or videos, machine learning, in particular deep learning with neural networks, can be harnessed to provide insights and predictions for microbial populations. This paper presents such an application in which a Recurrent Neural Network (RNN) was used to perform prediction of microbial growth for a population of two