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#Outlier Detection Algorithms

Showing: 11 courses
Kavli Institute for Theoretical Physics

The CAMELS Project - Paco Villaescusa Navarro

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Exploring the CAMELS project: a large-scale simulation suite for galaxy formation and cosmology, combining hydrodynamics and machine learning to advance our understanding of the Universe.
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1 Lesons
27 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Finding Simple Structures in Complex Datasets - Dalya Baron

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Exploring data-driven techniques to uncover simple structures in complex astronomical datasets, focusing on galaxy formation and evolution using advanced statistical and machine learning tools.
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1 Lesons
29 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

How Supermassive Black Holes Ignite the Intergalactic Medium - Tales from the Low Redshift Lyman-alpha Forest

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Explore how supermassive black holes impact the intergalactic medium through the lens of the low redshift Lyman-alpha forest, offering insights into galaxy formation and evolution.
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1 Lesons
31 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Dust Properties of Galaxies from a Data-Driven Hierarchical Model - John Forbes

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Explore data-driven hierarchical modeling to uncover dust properties in galaxies, revealing insights into galaxy formation and evolution through advanced statistical techniques.
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1 Lesons
30 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Galaxy Zoo in the Deep Learning Era - Mike Walmsley

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Exploring Galaxy Zoo's evolution with deep learning, focusing on self-supervised techniques and new tools for galaxy morphology analysis in the era of big astronomical data.
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7 Lesons
31 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Galaxy Merger Reconstruction with Generative Graph Neural Networks - Yuan Sen Ting

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Exploring galaxy merger reconstruction using generative graph neural networks, advancing our understanding of galaxy formation and evolution through innovative machine learning techniques.
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1 Lesons
29 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Learning to Simulate the Universe with Deep Learning - Elena Giusarma

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Explore deep learning techniques for simulating the universe, focusing on innovative approaches to model cosmic structures and enhance our understanding of galaxy formation and evolution.
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1 Lesons
24 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Outliers - How I Learned to Love Them, and Why You Should Too

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Discover the value of statistical outliers in galaxy formation studies. Learn how anomalous galaxies challenge current paradigms and drive new insights in astrophysics and cosmology.
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1 Lesons
30 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Tracing Dark Matter with Stars - Lina Necib

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Explore innovative techniques for detecting dark matter using stellar dynamics. Learn how advanced statistical methods and machine learning are revolutionizing our understanding of galactic structure and evolution.
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1 Lesons
30 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Cosmology - DM Halo - Local Group - Risa Wechsler (Stanford)

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Explore cosmology, dark matter halos, and the local group with Stanford researcher Risa Wechsler. Gain insights into cutting-edge astrophysical concepts and their implications for our understanding of the universe.
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1 Lesons
29 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Modeling Dwarf Galaxy Formation with UniverseMachine - Richie Wang (Stanford)

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Explore dwarf galaxy formation using UniverseMachine, a statistical tool for modeling galaxy evolution in cosmological simulations. Learn about abundance matching, multiresolution simulations, and future research directions.
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24 Lesons
26 minutes
On-Demand
Free-Video