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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
View the Exhibit and examine the structure of the PRODUCTS table.
Which two tasks require subqueries? (Choose two.)
A. Display the total number of products supplied by supplier 102 which have a product status of obsolete
B. Display the minimum PROD_LIST_PRICE for each product status
C. Display the number of products whose PROD_LIST_PRICE is more than the average PROD_LIST_PRICE
D. Display products whose PROD_MIN_PRICE is more than the average PROD_LIST_PRICE of all products, and whose status is orderable
E. Display suppliers whose PROD_LIST_PRICE is less than 1000
Answer: C,D
NEW QUESTION: 3
Before removing the Host IPS client, it is recommended to set the IPS Options Policy to which of the following configurations?
A. Learn
B. Adaptive
C. Off
D. On
Answer: C
NEW QUESTION: 4
What file does the application developer need to examine first to confirm the successful installation of WebSphere Commerce Developer?
A. setup.log
B. setdbtype.log
C. SystemOut.log
D. wc-server.xml
Answer: A
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