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Stein Variational Gradient Descent

This presentation was part of the course "Monte Carlo Methods in Machine Learning and Artificial Intelligence" at TU Berlin.

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Geometric Aspects of Sampling and Optimization
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Geometric Aspects of Sampling and Optimization

On the geometry of Stein variational gradient descent and related ensemble sampling methods
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On the geometry of Stein variational gradient descent and related ensemble sampling methods

Reinventing Entropy | Compression is Intelligence Part 1
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Reinventing Entropy | Compression is Intelligence Part 1

Only Dangerously Smart People Think Like This
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Only Dangerously Smart People Think Like This

Viktor Stein (TU Berlin):  Accelerated Stein Variational Gradient Descent
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Viktor Stein (TU Berlin): Accelerated Stein Variational Gradient Descent

Andrew Duncan – On the Geometry of Stein Variational Gradient Descent
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Andrew Duncan – On the Geometry of Stein Variational Gradient Descent

But what is a Laplace Transform?
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But what is a Laplace Transform?

Stochastic Gradient Descent, Clearly Explained!!!
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Stochastic Gradient Descent, Clearly Explained!!!

The weirdest paradox in statistics (and machine learning)
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The weirdest paradox in statistics (and machine learning)

Understanding Variational Autoencoders (VAEs)
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Understanding Variational Autoencoders (VAEs)

Electrons Don't Actually Orbit Like This
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Electrons Don't Actually Orbit Like This

We're 99.9% sure this pattern is true, but no one can prove it
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We're 99.9% sure this pattern is true, but no one can prove it

What is a Hilbert Space?
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What is a Hilbert Space?

Yann LeCun's $1B Bet Against LLMs [Part 1]
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Yann LeCun's $1B Bet Against LLMs [Part 1]

Stein Variational Gradient Descent: Fast Finite-Particle Convergence..... by Dheeraj Nagaraj
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Stein Variational Gradient Descent: Fast Finite-Particle Convergence..... by Dheeraj Nagaraj

Some applications of Stein's method
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Some applications of Stein's method

Gradient Descent in 3 minutes
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Gradient Descent in 3 minutes

6. Monte Carlo Simulation
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6. Monte Carlo Simulation

Gradient Flows For Sampling, Inference, and Learning
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Gradient Flows For Sampling, Inference, and Learning

Richard P. Feynman: Probability and Uncertainty; The Quantum Mechanical View of Nature
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Richard P. Feynman: Probability and Uncertainty; The Quantum Mechanical View of Nature

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