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Grupoed2kMagazine<p>Real-time botnet detection on large network bandwidths using machine learning</p><p><a href="https://tkz.one/tags/Botnets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Botnets</span></a> are one of the most harmful <a href="https://tkz.one/tags/cyberthreats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cyberthreats</span></a>, that can perform many types of <a href="https://tkz.one/tags/cyberattacks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cyberattacks</span></a> and cause billionaire losses to the global economy. Nowadays, vast amounts of network traffic are generated every second, hence manual analysis is impossible. To be effective, automatic botnet detection should be done as fast as possible, but carrying this out is difficult in large bandwidths. To handle this problem, we propose an approach that is capable of carrying out an ultra-fast network analysis (i.e. on windows of one second),</p><p>Article<br>Open access<br>Published: 15 March 2023</p><p><a href="https://tkz.one/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a> </p><p><a href="https://tkz.one/tags/Share" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Share</span></a> this article <br>Anyone you share the following link with will be able to read this content:</p><p><a href="https://rdcu.be/exVLd" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">rdcu.be/exVLd</span><span class="invisible"></span></a></p><p>Download PDF<br><a href="https://www.nature.com/articles/s41598-023-31260-0.pdf" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">nature.com/articles/s41598-023</span><span class="invisible">-31260-0.pdf</span></a></p>
Neuromatch<p>New perspective piece in <br><span class="h-card" translate="no"><a href="https://mastodon.social/@thetransmitter" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>thetransmitter</span></a></span> </p><p>⬇️⬇️⬇️<br><a href="https://thetransmitter.org/education/how-to-build-a-truly-global-computational-neuroscience-community" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">thetransmitter.org/education/h</span><span class="invisible">ow-to-build-a-truly-global-computational-neuroscience-community</span></a></p><p><a href="https://neuromatch.social/tags/GlobalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GlobalScience</span></a> <a href="https://neuromatch.social/tags/InclusiveEducation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InclusiveEducation</span></a> <a href="https://neuromatch.social/tags/ScienceForAll" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ScienceForAll</span></a> <a href="https://neuromatch.social/tags/OpenScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OpenScience</span></a> <a href="https://neuromatch.social/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a></p>
UK<p><a href="https://www.europesays.com/uk/252935/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">europesays.com/uk/252935/</span><span class="invisible"></span></a> The potential of multidimensional photonic computing <a href="https://pubeurope.com/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a> <a href="https://pubeurope.com/tags/Computing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Computing</span></a> <a href="https://pubeurope.com/tags/general" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>general</span></a> <a href="https://pubeurope.com/tags/OpticalTechniques" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OpticalTechniques</span></a> <a href="https://pubeurope.com/tags/OtherPhotonics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OtherPhotonics</span></a> <a href="https://pubeurope.com/tags/Physics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Physics</span></a> <a href="https://pubeurope.com/tags/Technology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Technology</span></a> <a href="https://pubeurope.com/tags/UK" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UK</span></a> <a href="https://pubeurope.com/tags/UnitedKingdom" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnitedKingdom</span></a></p>
US<p><a href="https://www.europesays.com/us/30960/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">europesays.com/us/30960/</span><span class="invisible"></span></a> Leveraging federated learning and edge computing for pandemic-resilient healthcare <a href="https://pubeurope.com/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a> <a href="https://pubeurope.com/tags/ComputerScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputerScience</span></a> <a href="https://pubeurope.com/tags/Computing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Computing</span></a> <a href="https://pubeurope.com/tags/ContactTracing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ContactTracing</span></a> <a href="https://pubeurope.com/tags/CyberAttack" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>CyberAttack</span></a> <a href="https://pubeurope.com/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://pubeurope.com/tags/DeepTransferLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepTransferLearning</span></a> <a href="https://pubeurope.com/tags/EdgeComputing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EdgeComputing</span></a> <a href="https://pubeurope.com/tags/Epidemiology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Epidemiology</span></a> <a href="https://pubeurope.com/tags/Facemask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Facemask</span></a> <a href="https://pubeurope.com/tags/FederatedLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FederatedLearning</span></a> <a href="https://pubeurope.com/tags/HumanitiesAndSocialSciences" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HumanitiesAndSocialSciences</span></a> <a href="https://pubeurope.com/tags/multidisciplinary" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multidisciplinary</span></a> <a href="https://pubeurope.com/tags/Science" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Science</span></a> <a href="https://pubeurope.com/tags/SocialDistancing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SocialDistancing</span></a> <a href="https://pubeurope.com/tags/Technology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Technology</span></a> <a href="https://pubeurope.com/tags/UnitedStates" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnitedStates</span></a> <a href="https://pubeurope.com/tags/UnitedStates" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnitedStates</span></a> <a href="https://pubeurope.com/tags/US" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>US</span></a></p>
Neuromatch<p>Ready to shape the future of <a href="https://neuromatch.social/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a>?<br>We’re inviting researchers like you to mentor student-led projects this July. Just 2-3 hours of commitment and no prep needed! </p><p>This is your chance to give back and grow!<br>➡️ Learn more and sign up to <a href="https://neuromatch.social/tags/volunteer" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>volunteer</span></a> <a href="https://neuromatch.io/mentoring/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">neuromatch.io/mentoring/</span><span class="invisible"></span></a></p>
Neuromatch<p>Be a <a href="https://neuromatch.social/tags/volunteer" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>volunteer</span></a> reviewer for the <a href="https://neuromatch.social/tags/ImpactScholars" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ImpactScholars</span></a> Program; a global initiative supporting early-career <a href="https://neuromatch.social/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a> researchers.</p><p>🤓 Review short proposals in one of the following areas:</p><ul><li><a href="https://neuromatch.social/tags/ComputationalNeuroscience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalNeuroscience</span></a></li><li><a href="https://neuromatch.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a></li><li><a href="https://neuromatch.social/tags/NeuroAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NeuroAI</span></a></li><li>Computational Tools for <a href="https://neuromatch.social/tags/ClimateScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ClimateScience</span></a></li></ul><p>🗓️ Reviews take place between Sept 3–17<br>⏱️ ~5 hrs/week </p><p>Your time can help share someone’s scientific journey! <br>➡️ Learn more &amp; sign up to volunteer: <a href="https://neuromatch.io/volunteer/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">neuromatch.io/volunteer/</span><span class="invisible"></span></a></p>
Climatematch<p>We're seeking <a href="https://neuromatch.social/tags/volunteer" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>volunteer</span></a> reviewers for the <a href="https://neuromatch.social/tags/ImpactScholars" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ImpactScholars</span></a> Program; a global initiative supporting early-career <a href="https://neuromatch.social/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a> researchers.</p><p>We need your help to assess short research plans submitted involving computational tools for <a href="https://neuromatch.social/tags/ClimateScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ClimateScience</span></a>. </p><p>🗓️ Reviews take place between Sept 3–17<br>⏱️ ~5 hrs/week with a review rubric provided</p><p>Your time can help share someone’s scientific journey! Learn more and sign up to volunteer: <a href="https://buff.ly/3XZ8gqv" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3XZ8gqv</span><span class="invisible"></span></a> </p><p><a href="https://neuromatch.social/tags/OpenScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OpenScience</span></a> <a href="https://neuromatch.social/tags/VolunteerOpportunity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>VolunteerOpportunity</span></a></p>
UK<p><a href="https://www.europesays.com/uk/189066/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">europesays.com/uk/189066/</span><span class="invisible"></span></a> A new perspective on the simulation of stochastic problems in fluid mechanics with diffusion models <a href="https://pubeurope.com/tags/ComputationalScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalScience</span></a> <a href="https://pubeurope.com/tags/engineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>engineering</span></a> <a href="https://pubeurope.com/tags/general" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>general</span></a> <a href="https://pubeurope.com/tags/MechanicalEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MechanicalEngineering</span></a> <a href="https://pubeurope.com/tags/Physics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Physics</span></a> <a href="https://pubeurope.com/tags/Science" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Science</span></a> <a href="https://pubeurope.com/tags/UK" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UK</span></a> <a href="https://pubeurope.com/tags/UnitedKingdom" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnitedKingdom</span></a></p>

At Neuromatch, we’re not just educating. We’re investing in future global scientific leaders.
After taking one of our Neuromatch courses, what comes next? Our Impact Scholars Program supports a diverse, globally minded community of computational researchers through hands-on research, mentorship, and professional development.

➡️ Read more in the Neuromatch 2024 Impact Report: drive.google.com/file/d/1xBWjj

Since 2020, Neuromatch has trained 11,625 students across 122 countries, with 54% from low- and middle-income economies. We have also hosted 17 language pods to help meet the needs of students.
This is what global access to computational science looks like!

🤓 Read the full report: drive.google.com/file/d/1xBWjj

🙋 Join our global community and sign up for our mailing list: neuromatch.io/mailing-list/

Ready to shape the future of #ComputationalScience?
This July, Neuromatch Academy is back and we’re inviting researchers like you to
mentor student-led projects.

As a Project Mentor, you’ll:
✅ Build global, cross-disciplinary connections
✅ Join a vibrant, mission-driven community
✅ Add mentorship to your CV & LinkedIn
✅ Support the next generation of computational scientists!

This is your chance to give back and grow!
➡️ Learn more and apply: airtable.com/app55efILsjdRZlcd