Course content

To see details about the live Microscopy data analysis: machine learning and the BioImage Archive course and the original programme, you can refer to the course page and programme.

The contents table below outlines the different sessions that were included in the course, as well as the format of the materials (slides/videos/practicals) and each session’s trainer. Either proceed through the materials using the arrows at the end of each page or pick your topic of interest from the table below to skip straight to it.

 Presentation slides –  View or download the slides

 Recorded lectures – Watch the lecture videos 

 Practicals – View or download the slides, exercises, datasets, analysis scripts and results

FormatSubjectTrainer
Basic concepts in bioimage analysis

General introductionMatthew Hartley, and Virginie Uhlmann

Bioimaging introduction, data formats, and metadataJean-Marie Burel and Teresa Zulueta-Coarasa

Deep learning introductionMartin Weigert
Public Bioimaging data resources

BioImaging data resources at EMBL-EBI – an overview of the BioImage Archive, BioStudies and EMPIARMatthew Hartley and Aybuke Kupcu Yoldas


Image Data Resource (IDR) – introductionJean-Marie Burel


BioImaging data resources at EMBL-EBI – practicalMelina Velasquez and Teresa Zulueta-Coarasa


Image Data Resource – Practical Petr Walczysko and Frances Wong
Open access machine learning resources for bioimage analysis

Cellpose lectureDamian Edward Dalle Nogare

DL4MicEverywhere lectureIvan Hidalgo Cenalmor

CellProfiler lecture Beth Cimini, Cellprofiler team


CellProfiler practicalBeth Cimini, Cellprofiler team

Ilastik lecture Anna Kreshuk
Ilastik practical Dominik Kutra

Bioimage Model Zoo lectureCaterina Fuster-Barceló


Galaxy workflows for image analysis practicalLeonid Kostrykin, Beatriz Serrano-Solano, and Vladimír Ulman
Advanced topics in bioimage analysis

Working with public image data in OME-Zarr formatIDR team


Advanced topics in bioimage analysisAnna Foix Romero
Advanced computational topics in the context of bioimage analysis


pyTorch introductionCraig Russell


Advanced topics (Terminal, Snakemake, pyTorch)Craig Russell

Distributed/Cloud computingJean-Marie Burel and Petr Walczysko