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Recent Advances in Normalizing Flows - CGSI 2023

Offered By: Computational Genomics Summer Institute CGSI via YouTube

Tags

Machine Learning Courses Data Transformation Courses Probability Distributions Courses Generative Models Courses

Course Description

Overview

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Explore recent advancements in normalizing flows in this 50-minute conference talk by Christoph Lippert at the Computational Genomics Summer Institute (CGSI) 2023. Delve into the fundamentals of normalizing flows, their applications, and current methodologies as discussed in key papers by Kobyzev et al. and Kingma & Dhariwal. Discover cutting-edge research on training normalizing flows from dependent data, as presented in Kirchler, Lippert, & Kloft's work. Gain insights into the innovative concept of kernelised normalising flows, introduced by English, Kirchler, & Lippert. Enhance your understanding of these powerful generative models and their potential impact on computational genomics and machine learning.

Syllabus

Christoph Lippert | Recent Advances in Normalizing Flows | CGSI 2023


Taught by

Computational Genomics Summer Institute CGSI

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