Automated analysis of high‐content microscopy data with deep learning

Author:

Kraus Oren Z12ORCID,Grys Ben T23,Ba Jimmy1,Chong Yolanda4,Frey Brendan J1256,Boone Charles235,Andrews Brenda J235ORCID

Affiliation:

1. Department of Electrical and Computer Engineering University of Toronto Toronto ON Canada

2. Donnelly Centre for Cellular and Biomolecular Research University of Toronto Toronto ON Canada

3. Department of Molecular Genetics University of Toronto Toronto ON Canada

4. Cellular Pharmacology Discovery Sciences Janssen Pharmaceutical Companies Johnson & Johnson Beerse Belgium

5. Canadian Institute for Advanced Research Program on Genetic Networks Toronto ON Canada

6. Canadian Institute for Advanced Research Program on Learning in Machines & Brains Toronto ON Canada

Funder

Canada Foundation for Innovation

Ministry of Research and Innovation

Canadian Institutes of Health Research

National Institutes of Health

Connaught Fund

Publisher

EMBO

Subject

Applied Mathematics,Computational Theory and Mathematics,General Agricultural and Biological Sciences,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Information Systems

Reference53 articles.

1. AbadiM AgarwalA BarhamP BrevdoE ChenZ CitroC CorradoG DavisA DeanJ DevinM GhemawatS GoodfellowI HarpA IrvingG IsardM JiaY KaiserL KudlurM LevenbergJ ManDet al(2015)TensorFlow: Large‐Scale Machine Learning on Heterogeneous Distributed Systems.arXiv:1603.04467v2

2. A novel single-cell screening platform reveals proteome plasticity during yeast stress responses

3. The emergence of proteome-wide technologies: systematic analysis of proteins comes of age

4. Caffe Model Zoo(2016) Available at:https://github.com/BVLC/caffe/wiki/Model-Zoo

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