Gradient Descent and its Variants




Ivan Meza

Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas
Universidad Nacional Autónoma de México

### A popular algorithm

Some are easy

Taken from Wikipedia

Some more difficult

Taken from Wikipedia

The scenario

Taken from Gradient Descent Derivation

Taken from Wikipedia

What about $k$

Taken from CS231n

Taken from Linear regression by gradient descent

Taken from An overview of gradient descent optimization algorithms

Taken from An overview of gradient descent optimization algorithms

Taken from Deep Learning in a Nutshell: History and Training

Licencia de Creative Commons
Gradient Descent and its Variants by Ivan V. Meza Ruiz is licensed under a Creative Commons Reconocimiento 4.0 Internacional License.
Creado a partir de la obra en http://turing.iimas.unam.mx/~ivanvladimir/slides/misc/gradient_descent.html.