DiscoverMachine Learning CafeCutting-Edge Gradient Descent Variants with Levente Szabados - 004
Cutting-Edge Gradient Descent Variants with Levente Szabados - 004

Cutting-Edge Gradient Descent Variants with Levente Szabados - 004

Update: 2019-12-191
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Description

In this episode, we are focusing on Deep Learning Optimizers, the different Gradient Descent Variants from vanilla GD to RAdam and Ranger. Levente tells us the story of GD from the simplest ones to the newest ones. This is part 1.

Levente's Linkedin URL:
https://www.linkedin.com/in/levente-szabados-76334728/

An overview of gradient descent optimization
algorithms:
https://arxiv.org/pdf/1609.04747.pdf

Lookahead optimizer algorithm:
https://arxiv.org/pdf/1907.08610.pdf

Ranger optimizer by Less Wright:
https://medium.com/@lessw/new-deep-learning-optimizer-ranger-synergistic-combination-of-radam-lookahead-for-the-best-of-2dc83f79a48d

---Copyright Info---
Music is from https://filmmusic.io, intro first part is by Miklos Toth and some free garage band loops. :) intro second part: "Aces High" by Kevin MacLeod, outro "Acid Trumpet" by Kevin MacLeod (https://incompetech.com), License: CC BY (http://creativecommons.org/licenses/by/4.0/)

 

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Cutting-Edge Gradient Descent Variants with Levente Szabados - 004

Cutting-Edge Gradient Descent Variants with Levente Szabados - 004