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#robustness

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craque sprung 🏳️‍🌈<p>I really liked this informal community poll and thematic analysis on SLO usage. It does a better job at highlighting the hurdles to adopting them at a Company Who Is Not Google than a lot of "Here's how to do SLOs" pieces that just don't cover it.</p><p>If there is ever a "Seeking SLOs" book, this should be the first chapter.</p><p><a href="https://ericmustin.substack.com/p/notes-on-service-level-objectives" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">ericmustin.substack.com/p/note</span><span class="invisible">s-on-service-level-objectives</span></a></p><p><a href="https://c.im/tags/SRE" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SRE</span></a> <a href="https://c.im/tags/SLO" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SLO</span></a> <a href="https://c.im/tags/Reliability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Reliability</span></a> <a href="https://c.im/tags/Robustness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Robustness</span></a> <a href="https://c.im/tags/ErrorBudgets" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ErrorBudgets</span></a> <a href="https://c.im/tags/SLI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SLI</span></a> <a href="https://c.im/tags/SLA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SLA</span></a></p>
PLOS Biology<p>.@bphmetz explores a <a href="https://fediscience.org/tags/PLOSBiology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PLOSBiology</span></a> study which uses in silico rewiring of <a href="https://fediscience.org/tags/GeneticCodes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GeneticCodes</span></a> &amp; functional protein data to reveal a positive correlation between <a href="https://fediscience.org/tags/robustness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>robustness</span></a> &amp; protein <a href="https://fediscience.org/tags/evolvability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>evolvability</span></a>. Primer: <a href="https://plos.io/3K8lIP0" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">plos.io/3K8lIP0</span><span class="invisible"></span></a> Paper: <a href="https://plos.io/4dXt85p" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">plos.io/4dXt85p</span><span class="invisible"></span></a></p>
DW Innovation<p>In the IABM Journal, our colleague Birgit Gray provides insights into the concept of <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/robustness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>robustness</span></a> – and her related work in the AI4Media project.</p><p><a href="https://theiabm.org/dw-innovation-exploring-transparent-robustness-for-ai-powered-media-tools/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">theiabm.org/dw-innovation-expl</span><span class="invisible">oring-transparent-robustness-for-ai-powered-media-tools/</span></a></p>
Daniel Zuegner<p><a href="https://sigmoid.social/tags/introduction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>introduction</span></a> </p><p>Hi all, I'm a postdoc at <a href="https://sigmoid.social/tags/Microsoft" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Microsoft</span></a> Research <a href="https://sigmoid.social/tags/AI4Science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI4Science</span></a>. Before joining <a href="https://sigmoid.social/tags/MSR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MSR</span></a>, I did my PhD at TU Munich and interned with <a href="https://sigmoid.social/tags/Spotify" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Spotify</span></a> and <a href="https://sigmoid.social/tags/Amazon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Amazon</span></a> AWS. </p><p>I do research on <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> for structured data (e.g., molecules, graphs). I am interested in <a href="https://sigmoid.social/tags/robustness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>robustness</span></a>, <a href="https://sigmoid.social/tags/deeplearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>deeplearning</span></a>, <a href="https://sigmoid.social/tags/uncertainty" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>uncertainty</span></a> estimation.</p><p>I am based in <a href="https://sigmoid.social/tags/Berlin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Berlin</span></a>.</p>