Python for Deep Learning - Build Neural Networks in Python - Gradient Descent versus Stochastic Gradient Descent

Python for Deep Learning - Build Neural Networks in Python - Gradient Descent versus Stochastic Gradient Descent

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Information Technology (IT), Architecture

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The video tutorial explains the concept of gradient descent, where the entire data set is used in each iteration to measure the gradient and update the cost function's parameters. It contrasts this with stochastic gradient descent, which uses a single value or a subset of values per iteration, making it faster for large data sets. The tutorial highlights the efficiency of stochastic gradient descent in handling large data sets compared to traditional gradient descent.

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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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