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NEW QUESTION: 1
You create an experiment in Azure Machine Learning Studio. You add a training dataset that contains 10,000 rows. The first 9,000 rows represent class 0 (90 percent).
The remaining 1,000 rows represent class 1 (10 percent).
The training set is imbalances between two classes. You must increase the number of training examples for class 1 to 4,000 by using 5 data rows. You add the Synthetic Minority Oversampling Technique (SMOTE) module to the experiment.
You need to configure the module.
Which values should you use? To answer, select the appropriate options in the dialog box in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:
Box 1: 300
You type 300 (%), the module triples the percentage of minority cases (3000) compared to the original dataset (1000).
Box 2: 5
We should use 5 data rows.
Use the Number of nearest neighbors option to determine the size of the feature space that the SMOTE algorithm uses when in building new cases. A nearest neighbor is a row of data (a case) that is very similar to some target case. The distance between any two cases is measured by combining the weighted vectors of all features.
By increasing the number of nearest neighbors, you get features from more cases.
By keeping the number of nearest neighbors low, you use features that are more like those in the original sample.
References:
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/smote

NEW QUESTION: 2
You need to recommend a solution to meet the audio quality requirement for remote workers of the Los Angeles office. Which two actions should you perform? Each correct answer presents part of the solution.
A. Install an Edge pool in the Los Angeles site.
B. Implement a split-tunnel virtual private network (VPN) setup.
C. Replace the existing virtual private network (VPN) solution with DirectAccess.
D. Enable IPv6 support in the Skype for Business topology.
E. upgrade the existing virtual private network (VPN) client.
F. Configure the virtual private network (VPN) solution to respect Differentiated Services Code Point (DSCP) markings.
Answer: A,B

NEW QUESTION: 3
What is one indication that a customer could be a good candidate for an Aruba wireless solution?
A. The customer has another vendor's wireless solution and experiences dropped calls in their UCC solution that negatively affects productivity.
B. The customer recently upgrade their wired network to a third-party vendor's equipment.
C. The customer wants to ensure better segmentation of the wired network from the wireless one.
D. The customer is a company of about 60 employees and wants a simple plug-and-play solution.
Answer: A