Intro to Gradient Descent || Optimizing High-Dimensional Equations

Intro to Gradient Descent || Optimizing High-Dimensional Equations

Hitting the High-D(imensional) Notes: An ODE for SGD learning dynamics in high-dimensionsПодробнее

Hitting the High-D(imensional) Notes: An ODE for SGD learning dynamics in high-dimensions

High-dimensional Limit Theorems for Stochastic Gradient DescentПодробнее

High-dimensional Limit Theorems for Stochastic Gradient Descent

Lenka Zdeborova - Insights on gradient based algorithms in high-dimensional non-convex optimizationПодробнее

Lenka Zdeborova - Insights on gradient based algorithms in high-dimensional non-convex optimization

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

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

Visually Explained: Newton's Method in OptimizationПодробнее

Visually Explained: Newton's Method in Optimization

Analyzing Optimization and Generalization in Deep Learning via Dynamics of Gradient DescentПодробнее

Analyzing Optimization and Generalization in Deep Learning via Dynamics of Gradient Descent

I2ML - ML Basics - OptimizationПодробнее

I2ML - ML Basics - Optimization

Insights on Gradient-Based Algorithms in High-Dimensional LearningПодробнее

Insights on Gradient-Based Algorithms in High-Dimensional Learning

Mikhail Belkin: "Optimization for over-parameterized systems of non-linear equations"Подробнее

Mikhail Belkin: 'Optimization for over-parameterized systems of non-linear equations'

Michael Jordan: "Optimization & Dynamical Systems: Variational, Hamiltonian, & Symplectic Perspe..."Подробнее

Michael Jordan: 'Optimization & Dynamical Systems: Variational, Hamiltonian, & Symplectic Perspe...'

The Stochastic Gradient Descent AlgorithmПодробнее

The Stochastic Gradient Descent Algorithm

The promises and pitfalls of Stochastic Gradient Langevin Dynamics - Eric MoulinesПодробнее

The promises and pitfalls of Stochastic Gradient Langevin Dynamics - Eric Moulines

Stability and Convergence Trade-Off of Iterative Optimization AlgorithmsПодробнее

Stability and Convergence Trade-Off of Iterative Optimization Algorithms

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