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Deep Learning

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Key points:

What is Deep Learning?

Deep Learning is Machine Learning with multiple layers of learned representations.

In these layers of representations, each layer it performs a simple parameterized transformation (function) of the preceding layer.

As the layers go up, we have higher-level representations, which are more abstract, more invariant to n

This is a definition by Professor Sergey Levine at 25:25 in the second part of lecture 1.

The function that represents the transformation form input to internal representation to output is usually a deep Neural Network.

What makes Deep Learning work?

Big models with many layers.

Large datasets with many examples.

Enough compute to handle both.

Deep Learning