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NEW QUESTION: 1
You have a dataset created for multiclass classification tasks that contains a normalized numerical feature set with 10,000 data points and 150 features.
You use 75 percent of the data points for training and 25 percent for testing. You are using the scikit-learn machine learning library in Python. You use X to denote the feature set and Y to denote class labels.
You create the following Python data frames:

You need to apply the Principal Component Analysis (PCA) method to reduce the dimensionality of the feature set to 10 features in both training and testing sets.
How should you complete the code segment? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:
Box 1: PCA(n_components = 10)
Need to reduce the dimensionality of the feature set to 10 features in both training and testing sets.
Example:
from sklearn.decomposition import PCA
pca = PCA(n_components=2) ;2 dimensions
principalComponents = pca.fit_transform(x)
Box 2: pca
fit_transform(X[, y])fits the model with X and apply the dimensionality reduction on X.
Box 3: transform(x_test)
transform(X) applies dimensionality reduction to X.
References:
https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html

NEW QUESTION: 2
A large magnet is placed too close to a CRT monitor. Which of the following will MOST likely occur?
A. Distorted image
B. No image on screen
C. Dead pixels
D. Flickering image
Answer: A

NEW QUESTION: 3
The DX air cooled air conditioner has no limit on the installation distance.
A. FALSE
B. TRUE
Answer: A

NEW QUESTION: 4
When installing one-X Portal for IP Office, what is the maximum number of systems that will be supported within a Small Community Network (SCN) on a single server?
A. 0
B. 1
C. 2
D. 3
Answer: B