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README.html
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<!DOCTYPE html><html lang="zh-cmn-Hans"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1">
<style type="text/css">
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<body><div id="readme" class="container"><article class="markdown-body entry-content"><h1 id="defragmentation-training-school-2-neubias-academy-eosc-life-2023">Defragmentation Training School 2 - NEUBIAS Academy & EOSC-Life 2023</h1>
<p><img src="Defragmentation_TS2-banner.png" alt></p>
<p>A training school for the new generation of bioimage analysts. Topics: workflow-based image analysis and new integrated methods for cloud computing applied to life sciences.</p>
<h3 id="defragmentation-ts2-bringing-bioimage-analysts-to-the-cloud-">"Defragmentation TS2: bringing BioImage Analysts to the cloud!”</h3>
<h4 id="programme-">Programme:</h4>
<table>
<thead>
<tr>
<th>Date</th>
<th>Day</th>
<th>Sessions</th>
<th>Speakers</th>
<th>Time</th>
</tr>
</thead>
<tbody><tr>
<td>8 May</td>
<td>Day 1</td>
<td><b>Welcome. Overview and logistics</b><br><br> <p><b>Student introductions</b></p><br><p></p> <p><b>Introduction: What is bioimage analysis?</b></p><br><br><p><b>Jupyter for interactive cloud computing</b></p><br><br><p><b>Cloud-hosted image data storage, visualisation and sharing</b></p><br><br><p><b>Work on your own data</b></p><br><br> <p><b>OMERO</b></p></td>
<td><br><br><p>Paula Sampaio & Rocco D'Antuono</p> <br><br><br><p>Kota Miura</p><br><br><p>Guillaume Witz</p><br><br><p>Bugra Oezdemir</p><br><br><p>Rocco D'Antuono & other Trainers</p> <br><br><br><p> Petr Walczysko </p> <br> <br></td>
<td><p> 09:00 </p><br><br><br><p> 09:30 <br><br></p><br><p> 11:30 </p><br><br><br><br><p> 14:00 <br></p><br><br><p>15:30</p><br><br><p> 16:00 </p></td>
</tr>
<tr>
<td>9 May</td>
<td>Day 2</td>
<td><p><b>Parallelization and heterogeneous computing: from pure CPU to GPU-accelerated image processing</b></p><br><p></p> <p><b>Zero code Deep Learning tools for Bioimage Analysis</b></p><br><br><p><b>Analysis of Microtubule Orientation</b></p><br><br><p><b>CellProfiler for HCS data on the cloud</b></p><br><br><p><b>Work on your own data</b></p></td>
<td><p>Marcelo Zoccoler</p> <br><br><p>Daniel Sage and Estibaliz Gomez de Mariscal</p><br><br><p>Thomas Pengo</p><br><br><p>Nodar Gogoberidze & Anna Klemm</p><br><br><p>Rocco D'Antuono & other Trainers</p></td>
<td><p> 09:00 </p><br><br><p> 11:30 <br><br></p><br><p> 14:00 </p><br><br><p> 15:00 <br></p><br><p> 17:00 </p></td>
</tr>
<tr>
<td>10 May</td>
<td>Day 3</td>
<td><p><b>Metrics and Benchmarking</b></p><br><p></p> <p><b>BIAFLOWS: A BioImage Analysis workflows benchmarking platform</b></p><br><br><p><b>Machine and Deep Learning on the Cloud: Classification</b></p><br><br><p><b>Machine and Deep Learning on the Cloud: Segmentation</b></p><br><br><p><b>Work on your own data</b></p></td>
<td><p>Martin Maška</p> <br><br><p>Sébastien Tosi, Volker Baecker, and Benjamin Pavie</p><br><br><p>Felix Mercier</p><br><br><p>Ignacio Arganda Carreras</p><br><br><p>Rocco D'Antuono & other Trainers</p></td>
<td><p> 09:00 </p><br><br><p> 10:00 <br><br></p><br><p> 12:00 </p><br><br><p> 12:30 <br></p><br><p> 16:30 </p></td>
</tr>
<tr>
<td>11 May</td>
<td>Day 4</td>
<td>Symposium</td>
<td></td>
<td></td>
</tr>
<tr>
<td>12 May</td>
<td>Day 5</td>
<td>Symposium</td>
<td></td>
<td></td>
</tr>
</tbody></table>
<br>
Defragmentation TS2 is part of the NEUBIAS 5th Conference:
https://eubias.org/NEUBIAS/neubias2020-conference/portugal-2023/
<br>
<br>
<p>Scientific Organizers: <b>Paula Sampaio, Rocco D'Antuono, Aastha Mathur, Beatriz Serrano Solano, Ana Stojiljkovic, Maria Azevedo, Kota Miura, Julien Colombelli</b>.
<br>
<br>
Event Timing:
8-12 May 2023, Porto, PT
<br>
<br>
Defragmentation TS2 Contacts:</p>
<li>Paula Sampaio, i3S, Porto, [email protected]
</li><li>Rocco D'Antuono, The Francis Crick Institute, London, [email protected]
<p><br> Please use the following subject: Defragmentation TS2</p>
<h1 id="training-school-preparation">Training School preparation</h1>
<p>Trainees are kindly asked to get ready for the TS2 by doing the following homework in advance.</p>
<h3 id="day-1-br-">Day 1 <br></h3>
<p>Get the following accounts for :
</p><ul>
<li><p>Galaxy account: <a href="https://live.usegalaxy.eu/login/start?redirect=None">https://live.usegalaxy.eu/login/start?redirect=None</a></p>
</li>
<li><p>Google account for Colab : Google <a href="https://accounts.google.com/signup/v2/webcreateaccount?flowName=GlifWebSignIn&flowEntry=SignUp">Sign up</a>
(a working Google account, not a linked account that you manage with Google). Make sure the account has enough free space (~ several GB) on it.</p>
</li>
<li><p>A Github account for Binder: <a href="https://github.com/">Sign up</a></p>
</li>
<li><p>follow the instructions from Dr. Bugra Oezdemir to access BAND and run the script that installs the needed software on the remote desktop.</p>
<ul>
<li>Instructions: <a href="https://tinyurl.com/3rcwhs4d">https://tinyurl.com/3rcwhs4d</a></li>
<li>Repository for the tools: <a href="https://github.com/Euro-BioImaging/OME_Zarr_Tools">https://github.com/Euro-BioImaging/OME_Zarr_Tools</a></li>
<li>Training page: <a href="https://neubias.github.io/training-resources/ome_zarr/index.html">https://neubias.github.io/training-resources/ome_zarr/index.html</a><p></p>
<br>
</li>
</ul>
</li>
</ul>
<h3 id="day-2-br-">Day 2 <br></h3>
<p>
</p><h4 id="gpu-accelerated-image-processing-and-machine-learning">GPU-Accelerated Image Processing and Machine Learning</h4>
<ul>
<li><p>Download and install mambaforge following the instructions in this blog post: <a href="https://biapol.github.io/blog/mara_lampert/getting_started_with_mambaforge_and_python/readme.html">https://biapol.github.io/blog/mara_lampert/getting_started_with_mambaforge_and_python/readme.html</a>
Follow the instructions there up to the 'Starting napari' sub-title.</p>
</li>
<li><p>Link to slides: <a href="https://f1000research.com/slides/12-473">https://f1000research.com/slides/12-473</a></p>
</li>
<li><p>Link to Github repository with exercises/demonstrations: <a href="https://github.com/zoccoler/GPU_Accelerated_Image_Processing_on_Cloud_NEUBIAS_Defragmentation_TS2_2023">https://github.com/zoccoler/GPU_Accelerated_Image_Processing_on_Cloud_NEUBIAS_Defragmentation_TS2_2023</a></p>
</li>
</ul>
<h4 id="zero-code-deep-learning-tools-for-bioimage-analysis">Zero-Code Deep Learning tools for BioImage Analysis</h4>
<p><strong>Fiji installation:</strong></p>
<ul>
<li>Download and install it from <a href="https://imagej.net/software/fiji/downloads">here</a></li>
<li>Install the plugins deepImageJ and MorphoLibJ using the Updater of Fiji:<ul>
<li>Help > Update… > Open the “Manage update sites”.</li>
<li>Select DeepImageJ, IJPB-Plugins (i.e., MorpholibJ)</li>
</ul>
</li>
<li>Close Fiji and open it again. You're ready!</li>
</ul>
<p><strong>Transfer the data to your Google Drive</strong></p>
<ul>
<li><a href="https://go.epfl.ch/neubias">Link to the data</a>. Download the <code>ctc-glioblastoma</code> folder.</li>
</ul>
<p><strong>Open the ZeroCostDL4Mic notebook for the 2D U-Net multilabel</strong></p>
<ul>
<li>Link to the notebook in the <a href="https://bioimage.io/#/?type=application&tags=unet&id=zero%2Fnotebook_u-net_2d_multilabel_zerocostdl4mic">BioImage Model Zoo</a>.</li>
<li>You can also find all the notebooks in <a href="https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki#segmentation-networks">ZeroCostDL4Mic Wiki Page</a>.</li>
</ul>
<p><em>Resources:</em></p>
<ul>
<li>DeepImageJ Gómez-de-Mariscal, E., et al., Nat Meth 2021, <a href="https://doi.org/10.1038/s41592-021-01262-9">doi:10.1038/s41592-021-01262-9</a></li>
<li>MorpholibJ Legland, D., Arganda-Carreras, I., & Andrey, P., Bioinformatics, 2016, <a href="https://doi.org/10.1093/bioinformatics/btw413">doi:10.1093/bioinformatics/btw413</a></li>
<li>ZeroCostDL4Mic: von Chamier, L. et al., Nat Comm 2022, <a href="https://doi.org/10.1038/s41467-021-22518-0">doi:10.1038/s41467-021-22518-0</a></li>
<li>BioImage Model Zoo Ouyang, W., et al., bioRxiv 2022, <a href="https://doi.org/10.1101/2022.06.07.495102">doi:10.1101/2022.06.07.495102</a></li>
</ul>
<h4 id="instructions-for-cellprofiler-presentation-">Instructions for CellProfiler presentation:</h4>
<p>If you don't have it yet, install CellProfiler, either:</p>
<ul>
<li>built package: <a href="https://cellprofiler.org/releases">https://cellprofiler.org/releases</a></li>
<li>python package (in a conda or virtual environment): pip install "cellprofiler==4.2.5"</li>
<li>from source (also in a new environment): <a href="https://github.com/CellProfiler/CellProfiler/wiki">https://github.com/CellProfiler/CellProfiler/wiki</a><ul>
<li>this option is more involved, including installing java
Download "Beginner Segmentation" materials from here: <a href="https://tutorials.cellprofiler.org/">https://tutorials.cellprofiler.org/</a></li>
</ul>
</li>
</ul>
<p>[Optional] install docker from here: <a href="https://www.docker.com/">https://www.docker.com/</a>, and dockerfile from here: <a href="https://github.com/CellProfiler/distribution/tree/master/docker">https://github.com/CellProfiler/distribution/tree/master/docker</a></p>
<p></p>
<h3 id="day-3-br-">Day 3: <br></h3>
<p>
You need a Docker Hub account with the same name as your GitHub account. Docker Hub allows only letters and digits. ‘-’ on GitHub will be removed for Docker Hub
Everything will be made lower-case for Docker Hub, like follows:
</p><p>volker-baecker -> volkerbaecker</p>
<p>Create you accounts:</p>
<ul>
<li><p>GitHub account: <a href="https://github.com/">https://github.com/</a></p>
</li>
<li><p>Docker Hub account: <a href="https://hub.docker.com/">https://hub.docker.com/</a></p>
</li>
</ul>
<p>BIAFLOWS sandbox server: <a href="https://biaflows-sandbox.neubias.org">https://biaflows-sandbox.neubias.org</a></p>
<p></p>
<h3 id="day-4-br-p-p-">Day 4: <br> <p></p></h3>
<h3 id="day-5-br-p-p-">Day 5: <br> <p></p></h3>
<p>=======</p>
<h1 id="training-school-material">Training School material</h1>
<p>(uploaded at the end of the school)</p>
<h3 id="day-1-">Day 1:</h3>
<h3 id="day-2-">Day 2:</h3>
<h3 id="day-3-">Day 3:</h3>
<h3 id="day-4-">Day 4:</h3>
<h3 id="day-5-">Day 5:</h3>
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