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Dear All,</div>
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We have a seminar this week. The details are provided below.</div>
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Kind regards, </div>
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Elisa</div>
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<b>Speaker:</b> James Alvey (Cambridge)</div>
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<b>Seminar date: </b>December 9th<b>, Tuesday, 1 pm </b>UK time</div>
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<b>Venue:</b> Seminar Room <b>A 113 (Cripps North Building, CAPT)</b></div>
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<b>Title: <i>AI and the Era of Big Data Challenges in Gravitational Waves</i></b></div>
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<b>Abstract: </b>The next generation of observatories, such as LISA and the Einstein Telescope, will usher in a big data era for gravitational wave astrophysics. These instruments will detect thousands of coincident signals, resulting in a complex data analysis
challenge. Standard Bayesian inference techniques, such as MCMC and nested sampling, scale poorly with the high dimensionality of this problem, rendering a full analysis computationally challenging. In this seminar, I will discuss the ways in which I believe
AI and machine learning can provide a viable path forward. I will pay particular attention to a class of Bayesian inference techniques called simulation-based inference (SBI) and discuss their application to the gravitational wave data analysis problem. I
will also present a potential framework for integrating SBI and other GPU-based tools into a unified, scalable analysis pipeline.</div>
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<b>Link to join:</b></div>
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