gradient descent

Travis chat

Analytics Vidhya

Gradient Descent

Machine Learning Glossary

Gradient Descent Gradient descent is an optimization algorithm used to minimize some function by iteratively moving in the direction of steepest descent as defined by the negative of the gradient. In ...

Gradient Descent

Dive intro Deep Learning Book

In this section we are going to introduce the basic concepts underlying gradient descent . Although it is rarely used directly in deep learning, an understanding of gradient descent is key to understa...

Gradient Descent:

Analytics Vidhya

Gradient Descent is iterative optimization algorithm , which provides new point in each iteration based on its gradient and learning rate that we initialise at the beginning. Gradient is the vector…

Gradient Descent Algorithm

Analytics Vidhya

Every machine learning algorithm needs some optimization when it is implemented. This optimization is performed at the core of machine learning algorithms. The Gradient Descent algorithm is one of…

Understanding Gradient Descent for Machine Learning

Towards Data Science

A deep dive into Batch, Stochastic, and Mini-Batch Gradient Descent algorithms using Python Continue reading on Towards Data Science

The Gradient Descent Algorithm

Towards AI

Image by Anja from Pixabay The What, Why, and Hows of the Gradient Descent Algorithm Author(s): Pratik Shukla “The cure for boredom is curiosity. There is no cure for curiosity.” — Dorothy Parker The ...

Gradient Descent Optimization

Towards AI

Gradient Descent Optimization Algorithms Source: Image by Khan Academy Most deep learning algorithms train by optimizing some kind of objective (or loss) function. We typically try to either maximize...

Understanding Gradient Descent and breaking down the math behind:

Analytics Vidhya

Gradient descent is a widely used optimization algorithm used by a range of machine learning algorithms. Machine learning algorithms have cost functions that compute the error (predicted value —…

Gradient Descent Part 2: The Math

Analytics Vidhya

In the first part of this article, we saw an intuitive understanding of Gradient Descent and some of the concepts required for mathematical understanding of it. In this article, we are going to dive…

Breaking it Down: Gradient Descent

Towards AI

Exploring and visualizing the mathematical fundamentals of gradient descent with Grad-Descent-Visualizer. https://medium.com/media/df365dbb19a98dcb4f4755c8440a130c/href Outline 1. What is Gradient De...

Gradient Descent, the Easy Way

Towards Data Science

Gradient Descent is at the core of all Deep Learning. This article explains in simple details the technicalities of this method. Update: The best way of learning and practicing Reinforcement Learning…...