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Adam is an adaptive learning rate algorithm designed to improve training speeds in deep neural networks and reach convergence quickly. It was introduced in the paper "Adam: A Method for Stochastic Optimization.". But before we jump into Adam, let's start with standard gradient descent.


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Adam is an optimization algorithm that can be used instead of the classical stochastic gradient descent procedure to update network weights iterative based in training data. Adam was presented by Diederik Kingma from OpenAI and Jimmy Ba from the University of Toronto in their 2015 ICLR paper (poster) titled " Adam: A Method for Stochastic.


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Adam [1] is an adaptive learning rate optimization algorithm that's been designed specifically for training deep neural networks. First published in 2014, Adam was presented at a very prestigious conference for deep learning practitioners — ICLR 2015.The paper contained some very promising diagrams, showing huge performance gains in terms of speed of training.


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