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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
CORRECT TEXT
Consider the following code. Which keyword should be used in the line marked with "KEYWORD" instead of "self" to make this code work as intended?
abstract class Base {
protected function __construct() {
}
public static function create() {
return new self(); // KEYWORD
}
abstract function action(); }
class Item extends Base {
public function action() { echo __CLASS__; } }
$item = Item::create(); $item->action(); // outputs "Item"
Answer:
Explanation:
static
NEW QUESTION: 3
HOTSPOT
You have an existing server that runs Windows Server. You plan to create a base image of this server.
You will use this base image to prepare several virtual servers for future use. After the base image is prepared, you will capture it by using the Azure management portal.
You must use the System Preparation Tool (Sysprep) to prepare the server so that the base image can be captured.
You need to prepare the server so that the base image can be captured.
What should you do? To answer, configure the appropriate options in the dialog box in the answer area.
Hot Area:
Answer:
Explanation:
NEW QUESTION: 4
You have deployed a Cisco 2821 ISR to perform as a SRST voice gateway at a remote site. During a network failure between the remote site and the central office, some of the phones located at the remote site areunable phone calls.
Which two are potential causes of the problem? (Choose two.)
A. Theccm-manager fallbackcommand is configured incorrectly on the voice gateway.
B. Theccm-manager fallback-mgcpcommand is configured incorrectly on the voice gateway.
C. Some phones at the remote site are assigned to a device pool without SRST reference.
D. The site has exceeded the number of simultaneous calls allowed in SRST mode.
E. The site has exceeded the number of SRST endpoints supported by the voice gateway.
Answer: C,E
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