Deep Learning - Artificial Neural Networks with Tensorflow - Stochastic Gradient Descent

Deep Learning - Artificial Neural Networks with Tensorflow - Stochastic Gradient Descent

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Interactive Video

Computers

10th - 12th Grade

Hard

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The video tutorial explains gradient descent, focusing on stochastic gradient descent (SGD) in TensorFlow 2.0. It highlights the efficiency of using random samples to approximate the average, similar to measuring the average height of a population. The tutorial discusses the benefits of batch processing in deep learning, using smaller batch sizes to reduce computation time. It provides a pseudo code for implementing batch gradient descent and emphasizes the importance of randomizing data to avoid learning undesirable patterns. An exercise is suggested to compare the convergence speed of different batch sizes.

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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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