840 lines
17 KiB
HTML
840 lines
17 KiB
HTML
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Modified by Steffen Illium 2023 - 2024
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<a class="site-title" href="/">
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portfolio
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<ul class="visible-links"><li class="masthead__menu-item">
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<a
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href="/publications"
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>publications</a>
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</li><li class="masthead__menu-item">
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<a
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href="/research"
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>research</a>
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</li><li class="masthead__menu-item">
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<a
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href="/projects"
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>projects</a>
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</li><li class="masthead__menu-item">
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<a
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href="/teaching"
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>teaching</a>
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</li><li class="masthead__menu-item">
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<a
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href="/about"
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>about me</a>
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<div class="author__avatar">
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<a href="http://localhost:4000/">
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<img src="/assets/images/newshot_2.jpg" alt="Steffen Illium" itemprop="image" class="u-photo">
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</a>
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</div>
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<div class="author__content">
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<h3 class="author__name p-name" itemprop="name">
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<a class="u-url" rel="me" href="http://localhost:4000/" itemprop="url">Steffen Illium</a>
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</h3>
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<div class="author__bio p-note" itemprop="description">
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<p><a href="https://www.mobile.ifi.lmu.de/team/steffen-illium/">PhD. in Comp. Science</a> <br /><a href="/research/">AI Consultant & Researcher</a></p>
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<i class="fas fa-fw fa-map-marker-alt" aria-hidden="true"></i> <span itemprop="name" class="p-locality">Augsburg</span>
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</li>
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<li><a href="https://www.mobile.ifi.lmu.de/team/steffen-illium/" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="fas fa-link" aria-hidden="true"></i><span class="label">LMU-Munich</span></a></li>
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<li><a href="https://scholar.google.de/citations?hl=en&pli=1&user=NODAd94AAAAJ" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="fab fa-google-scholar" aria-hidden="true"></i><span class="label">Scholar</span></a></li>
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<li><a href="https://arxiv.org/a/illium_s_1.html" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="ai ai-arxiv" aria-hidden="true"></i><span class="label">Arxive</span></a></li>
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<li><a href="https://www.researchgate.net/profile/Steffen-Illium" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="fab fa-researchgate" aria-hidden="true"></i><span class="label">Researchgate</span></a></li>
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</div>
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</div>
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<div class="archive">
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<h1 id="page-title" class="page__title"></h1>
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<p>Machine Learning Researcher and Data Science Expert with a PhD in Computer Science. Brings 6+ years of experience developing and analyzing algorithms, models and foundational research, evidenced by numerous publications. Proven ability to translate complex technical concepts into practical solutions and communicate effectively with diverse stakeholders. Loves to offer expertise in AI/ML (PyTorch), data science, and problem-solving to drive impactful results.</p>
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<p>This portfolio offers a detailed overview of my academic background, professional journey, research contributions, and technical expertise.</p>
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<figure class="third">
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<p><img src="/assets/images/photo/bike.jpg" alt="Cycling equipment leaning against a wall in a garden setting." /></p>
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<p><img src="/assets/images/photo/vulkan_wave.jpg" alt="Waving atop a volcanic peak under a clear sky." /></p>
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<p><img src="/assets/images/photo/azores.jpg" alt="Stormy coastline of the Azores featuring pink flowers on green grass in the foreground." /></p>
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</figure>
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<p>Explore the sections detailing my <a href="/research">research</a>, <a href="/teaching">teaching</a> experience, key <a href="/projects">projects</a>, and <a href="/publications">publications</a> to gain deeper insights into my work. You can navigate through the site using the top menu for detailed information on specific areas.</p>
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<h3 class="archive__subtitle">Recent posts</h3>
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<div class="archive__item-teaser">
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<img src="/assets/figures/21_coins_teaser.png" alt="">
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</div>
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<div >
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<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
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<a href="/research/mas-emergence-safety/" rel="permalink">MAS Emergence Safety
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</a>
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</h2>
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<p class="page__meta">
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<span class="page__meta-readtime">
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<i class="far fa-clock" aria-hidden="true"></i>
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1 minute read
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</span>
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</p>
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<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
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Formalized MAS emergence misalignment; proposed safety mitigation strategies.
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</p>
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</div>
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</article>
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</div>
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<div class="archive__item-teaser">
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<img src="/assets/figures/20_aquarium.png" alt="">
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</div>
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<div >
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<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
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<a href="/research/aquarium-marl-environment/" rel="permalink">Aquarium MARL Environment
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</a>
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</h2>
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<p class="page__meta">
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<span class="page__meta-readtime">
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<i class="far fa-clock" aria-hidden="true"></i>
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1 minute read
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</span>
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</p>
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<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
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Aquarium: Open-source MARL environment for predator-prey studies.
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</p>
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</div>
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</article>
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</div>
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<div class="archive__item-teaser">
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<img src="/assets/images/projects/arch.png" alt="">
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</div>
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<div >
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<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
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<a href="/projects/server-administration/" rel="permalink">LMU DevOps Admin
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</a>
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</h2>
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<p class="page__meta">
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<span class="page__meta-readtime">
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<i class="far fa-clock" aria-hidden="true"></i>
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1 minute read
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</span>
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</p>
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<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
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Managed LMU chair IT: Kubernetes, CI/CD, automation (2018-2023).
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</p>
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</div>
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</article>
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</div>
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<div class="archive__item-teaser">
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<img src="/assets/figures/19_binary_primates_teaser.jpg" alt="">
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</div>
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<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
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<a href="/research/primate-subsegment-sorting/" rel="permalink">Primate Subsegment Sorting
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</a>
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</h2>
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1 minute read
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</span>
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</p>
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<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
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Binary subsegment presorting improves noisy primate sound classification.
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</p>
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</div>
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</article>
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</div>
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<img src="/assets/figures/18_surprised_soup_teaser.jpg" alt="">
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<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
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<a href="/research/emergent-social-dynamics/" rel="permalink">Emergent Social Dynamics
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</a>
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</h2>
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1 minute read
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</p>
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<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
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Artificial chemistry networks develop predictive models via surprise minimization.
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</p>
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</article>
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<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
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<a href="/research/autoencoder-trajectory-compression/" rel="permalink">Autoencoder Trajectory Compression
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</a>
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1 minute read
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<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
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LSTM autoencoder better DP for trajectory compression (Fréchet/DTW).
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<a href="/research/voronoi-data-augmentation/" rel="permalink">Voronoi Data Augmentation
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VoronoiPatches improves CNN robustness via non-linear recombination augmentation.
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<a href="/research/organism-network-emergence/" rel="permalink">Organism Network Emergence
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Self-replicating networks collaborate forming higher-level Organism Networks with emergent functionalities.
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