We have seen a rise of AI technologies for image and video processing. Even though things tend to take a little while longer making it to the world of audio, here we have also seen impressive technological advances. In this article, I will summarize some of these advances, outline further potentials of AI in audio processing as well as describe some of the possible pitfalls and challenges we might encounter in pursuing this cause. The kicker for my interest in AI use cases for audio processing was the publication of Google Deepmind's "WaveNet" -- A deep learning model for generating audio recordings [1] which was released during the end of 2016. Using an adapted network architecture, a dilated convolutional neural network, Deepmind researchers succeeded in generating very convincing text-to-speech and some interesting music-like recordings trained from classical piano recordings.

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Kathryn Hume is the vice-president of product and strategy for integrate.ai,

Global Artificial Intelligence (AI) Market Size, Status and Forecast 2022 provides Market information about top Key Players, Countries, Type and Application.

Mankind is in the fourth industrial revolution characterized by developments in robotics and autonomous cars.

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It was the Newton-Raphson method for finding roots of an equation. I thought this method mostly applies for minimization in machine learning as cost is always defined as a positive real valued function. But it was pointed out to me that the update equation of newton-raphson method, which is x x - y / dy_dx, is unstable at local minimas (where dy_dx 0) since it makes the update burst to infinity. Eventually, I landed on this update equation, x x - ((y * dy_dx) / (y dy_dx2)); dy_dx derivative of y wrt. To relate this update equation with the title: if we consider the update portion of the equation - g(x, y) (y * x) / (y x2); y 0 It is quite similar to adam since there is a square gradient term in the denominator and the gradient term in the numerator.

Today, the world is making unbelievable progress in the field of information and technology. Artificial Intelligence is one of the leading technologies of the 21st century.