Which of the Following Statements A), B) or C) Is

question 29

Multiple Choice

Which of the following statements a) , b) or c) is false?

• A) We can use a TSNE estimator (from the sklearn.manifold module) to perform dimensionality reduction. This estimator analyzes a dataset's features and reduces them to the specified number of dimensions.
• B) The following code creates a TSNE object for reducing a dataset's features to two dimensions, as specified by the keyword argument n_components: In [3]: from sklearn.manifold import TSNE
• In [4]: tsne = TSNE(n_components=2, random_state=11)
• C) When using TSNE on the Digits dataset bundled with scikit-learn, the TSNE estimator's random_state keyword argument in Part (b) ensures the reproducibility of the "render sequence" when we display the digit clusters, for example.
• D) All of the above statements are true.

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Definitions:

Milgram Experiment

A psychological experiment conducted by Stanley Milgram in the 1960s to study obedience to authority, where participants were instructed to administer electric shocks to another person.

Stanford University Prison Experiment

A psychological study conducted by Philip Zimbardo in 1971 at Stanford University, where students were assigned roles of prisoners and guards to explore the effects of perceived power.

Generalization

Drawing a conclusion about a certain characteristic of a population based on a sample from it.

Logical Support

The provision of reasons or evidence to justify a claim or argument.