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Intro to optimization in deep learning: Gradient Descent
Intro to optimization in deep learning: Gradient Descent

Escaping from Saddle Points – Off the convex path
Escaping from Saddle Points – Off the convex path

A simple 2D example which has one saddle point (0, 0) and two local... |  Download Scientific Diagram
A simple 2D example which has one saddle point (0, 0) and two local... | Download Scientific Diagram

What is Gradient Descent? | IBM
What is Gradient Descent? | IBM

Gradient Descent converging to a Saddle Point | Beni Bogoşel's blog
Gradient Descent converging to a Saddle Point | Beni Bogoşel's blog

optimization - Oscillating around the saddle point in gradient descent? -  Artificial Intelligence Stack Exchange
optimization - Oscillating around the saddle point in gradient descent? - Artificial Intelligence Stack Exchange

Efficient approaches for escaping higher order saddle points in non-convex  optimization - YouTube
Efficient approaches for escaping higher order saddle points in non-convex optimization - YouTube

Figure 2 from Gradient Descent Can Take Exponential Time to Escape Saddle  Points | Semantic Scholar
Figure 2 from Gradient Descent Can Take Exponential Time to Escape Saddle Points | Semantic Scholar

David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent
David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent

Quantum algorithms for escaping from saddle points – Quantum
Quantum algorithms for escaping from saddle points – Quantum

Gradient descent explained in simple way | by Sweta | Medium
Gradient descent explained in simple way | by Sweta | Medium

Gradient Descent in Machine Learning - Javatpoint
Gradient Descent in Machine Learning - Javatpoint

David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent
David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent

4. Beyond Gradient Descent - Fundamentals of Deep Learning [Book]
4. Beyond Gradient Descent - Fundamentals of Deep Learning [Book]

Momentum-based Gradient Descent: Adaptive Optimization in Machine Learning
Momentum-based Gradient Descent: Adaptive Optimization in Machine Learning

Damek Davis on X: "Gradient descent doesn't avoid saddle points of C^1  smooth functions. Random initialization doesn't help. If you start in the  crevice, you stay in the crevice. You need C^2
Damek Davis on X: "Gradient descent doesn't avoid saddle points of C^1 smooth functions. Random initialization doesn't help. If you start in the crevice, you stay in the crevice. You need C^2

Escaping from Saddle Points – Off the convex path
Escaping from Saddle Points – Off the convex path

Gradient descent - Wikipedia
Gradient descent - Wikipedia

Can SGD avoid getting stuck in saddle points? - Quora
Can SGD avoid getting stuck in saddle points? - Quora

gradient descent - How can it be trapped in a saddle point? - Cross  Validated
gradient descent - How can it be trapped in a saddle point? - Cross Validated

Momentum-Based Gradient Descent - Scaler Topics
Momentum-Based Gradient Descent - Scaler Topics

Intro to optimization in deep learning: Gradient Descent
Intro to optimization in deep learning: Gradient Descent

How to Escape Saddle Points Efficiently – The Berkeley Artificial  Intelligence Research Blog
How to Escape Saddle Points Efficiently – The Berkeley Artificial Intelligence Research Blog

Animated-Gradient-Descent - File Exchange - MATLAB Central
Animated-Gradient-Descent - File Exchange - MATLAB Central

Escaping from Saddle Points – Off the convex path
Escaping from Saddle Points – Off the convex path

KiKaBeN - Gradient Descent Optimizers
KiKaBeN - Gradient Descent Optimizers