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How many layers does an RBM (Restricted Boltzmann Machine) have?1 point342InfinteAll of the above

Question

How many layers does an RBM (Restricted Boltzmann Machine) have?

  • 1 point
  • 3
  • 42
  • Infinite
  • All of the above
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Solution

Problem Breakdown

  1. Understanding the structure of Restricted Boltzmann Machines (RBMs).
  2. Identifying the number of layers in a typical RBM.

Relevant Concepts

  1. An RBM consists of two layers: a visible layer and a hidden layer.
  2. Each layer in an RBM contains a set of units or neurons that are fully connected to the units of the opposite layer but not to each other.

Analysis and Detail

  1. Visible Layer: This layer represents the observed data points.
  2. Hidden Layer: This layer captures the underlying features or patterns within the data.
  3. There are no additional layers in a standard RBM design; thus, the term "layer" typically refers to only these two.

Verify and Summarize

  • In a standard RBM configuration, there are exactly two layers: the visible and the hidden layers.
  • The options "342" and "Infinite" do not accurately represent the RBM structure.

Final Answer

The correct answer is 2 layers (not one of the provided options).

This problem has been solved

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