EMBL-EBI Training
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Microscopy data analysis: machine learning and the BioImage Archive
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Microscopy data analysis: machine learning and the BioImage Archive
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Overview
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Course content
Basic concepts in bioimage analysis
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General introduction
Bioimaging introduction, data formats, and metadata
Deep learning introduction
Public Bioimaging Data resources
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The BioImage Archive (BIA)
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BioImaging data resources at EMBL-EBI – an overview of the BioImage Archive, BioStudies and EMPIAR
BioImaging data resources at EMBL-EBI – practical
Image Data Resources (IDR)
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Image data resource – introduction
Image data resource – Practical
Open access machine learning resources for bioimage analysis
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Cellpose – lecture
DL4MicEverywhere
CellProfiler – lecture
CellProfiler – practical
Ilastik – lecture
Ilastik – practical
BioImage Model Zoo – lecture
Galaxy workflows for image analysis practical
Advanced topics in bioimage analysis
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Working with public image data in OME-Zarr format
Advanced topics in bioimage analysis
Trainer biographies
Further learning
Technical help sheet
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