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Using neural networks for image analysis in general physiology.

Eduardo Ríos
Published in: The Journal of general physiology (2024)
An article with three goals, namely, to (1) provide the set of ideas and information needed to understand, at a basic level, the application of convolutional neural networks (CNNs) to analyze images in biology; (2) trace a path to adopting and adapting, at code level, the applications of machine learning (ML) that are freely available and potentially applicable in biology research; (3) by using as examples the networks described in the recent article by Ríos et al. (2024. https://doi.org/10.1085/jgp.202413595), add logic and clarity to their description.
Keyphrases
  • convolutional neural network
  • neural network
  • deep learning
  • machine learning
  • artificial intelligence
  • optical coherence tomography
  • public health
  • big data