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

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

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

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

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

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

The journey of Gradient Descent — From Local to Global | by Pradyumna Yadav  | Analytics Vidhya | Medium
The journey of Gradient Descent — From Local to Global | by Pradyumna Yadav | Analytics Vidhya | Medium

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

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

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

KiKaBeN - Gradient Descent Optimizers
KiKaBeN - Gradient Descent Optimizers

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

Gabriel Peyré on X: "Gradient descent is inefficient to find saddle point  (Nash equilibrium) for min-max games, because of spiralling behaviour.  Beware when training your GANs … https://t.co/KKKGQ4q9JA  https://t.co/xjgLuUHPMU https://t.co/hYYH0xWUXP" / X
Gabriel Peyré on X: "Gradient descent is inefficient to find saddle point (Nash equilibrium) for min-max games, because of spiralling behaviour. Beware when training your GANs … https://t.co/KKKGQ4q9JA https://t.co/xjgLuUHPMU https://t.co/hYYH0xWUXP" / X

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

optimization
optimization

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

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

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

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

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

Frontiers | Noise Helps Optimization Escape From Saddle Points in the  Synaptic Plasticity
Frontiers | Noise Helps Optimization Escape From Saddle Points in the Synaptic Plasticity

Three-dimensional representation of a Stochastic Gradient Descent model...  | Download Scientific Diagram
Three-dimensional representation of a Stochastic Gradient Descent model... | Download Scientific Diagram