Microscopy image analysis (5)#

BIDS-lecture-2024#

[‘Robert Haase’]

Licensed CC-BY-4.0

Training resources for Students at Uni Leipzig who want to dive into bio-image data science with Python. The material developed here between April and July 2024.

Tags: Bioimage Analysis, Deep Learning, Microscopy Image Analysis, Python

Content type: Github Repository

ScaDS/BIDS-lecture-2024


Bio-image Data Science#

[‘Robert Haase’]

Licensed CC-BY-4.0

This repository contains training resources for Students at Uni Leipzig who want to dive into bio-image data science with Python.

Tags: Image Data Management, Deep Learning, Microscopy Image Analysis, Python

Content type: Notebook

ScaDS/BIDS-lecture-2024


Bio-image Data Science Lectures @ Uni Leipzig / ScaDS.AI#

[‘Robert Haase’]

Licensed CC-BY-4.0

These are the PPTx training resources for Students at Uni Leipzig who want to dive into bio-image data science with Python. The material developed here between April and July 2024.

Tags: Bioimage Analysis, Deep Learning, Microscopy Image Analysis, Python

Content type: Slides

https://zenodo.org/records/12623730


FAIRy deep-learning for bioImage analysis#

[‘Estibaliz Gómez de Mariscal’]

Licensed CC-BY-4.0

Introduction to FAIR deep learning. Furthermore, tools to deploy trained DL models (deepImageJ), easily train and evaluate them (ZeroCostDL4Mic and DeepBacs) ensure reproducibility (DL4MicEverywhere), and share this technology in an open-source and reproducible manner (BioImage Model Zoo) are introduced.

Tags: Deep Learning, Fair-Principles, Microscopy Image Analysis

Content type: Slides

https://f1000research.com/slides/13-147


Microscopy data analysis: machine learning and the BioImage Archive#

[‘Andrii Iudin’, ‘Anna Foix-Romero’, ‘Anna Kreshuk’, ‘Awais Athar’, ‘Beth Cimini’, ‘Dominik Kutra’, ‘Estibalis Gomez de Mariscal’, ‘Frances Wong’, ‘Guillaume Jacquemet’, ‘Kedar Narayan’, ‘Martin Weigert’, ‘Nodar Gogoberidze’, ‘Osman Salih’, ‘Petr Walczysko’, ‘Ryan Conrad’, ‘Simone Weyend’, ‘Sriram Sundar Somasundharam’, ‘Suganya Sivagurunathan’, ‘Ugis Sarkans’]

Licensed CC-BY-4.0

The Microscopy data analysis: machine learning and the BioImage Archive course, which focused on introducing programmatic approaches used in the analysis of bioimage data via the BioImage Archive, ran in May 2023.

Tags: Microscopy Image Analysis, Python, Deep Learning

Content type: Videos, Practicals, Slides

https://www.ebi.ac.uk/training/materials/microscopy-data-analysis-machine-learning-and-the-bioimage-archive-materials/