Data Science and Machine Learning (Theory and Projects) A to Z - RNN Architecture: Infinite Memory Architecture Solution

Data Science and Machine Learning (Theory and Projects) A to Z - RNN Architecture: Infinite Memory Architecture Solution

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Information Technology (IT), Architecture

University

Hard

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The video tutorial explains how a recurrent neural network (RNN) can be used to compute running averages from a stream of data points. It demonstrates building a simple RNN with a single neuron and no nonlinear activation functions. The tutorial walks through the computation process, showing how the RNN maintains history and computes outputs using shared weights. The RNN is unrolled to illustrate its operations, and it is shown how the network simulates running averages, despite lacking nonlinearities.

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OPEN ENDED QUESTION

3 mins • 1 pt

What new insight or understanding did you gain from this video?

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