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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
An administrator is setting up a transmit queue so that the channel associated with it is automatically started. However, the channel does not start when messages are placed on the queue. The current attributes of the queue:
DISPLAY QL (QM2) USAGE TRIGGER TRIGTYPE TRIGDATA TRIGDPTH TRIGMPRI IPPROCS OPPROCS INITQ 1 : DISPLAY QL(QM2) USAGE TRIGGER TRIGTYPE TRIGDATA TRIGDPTH TRIGMPRI IPPROCS OPPROCS INITQ AMQ8409:
Display Queue details.
QUEUE (QM2) TYPE(QLOCAL) INITQ(SYSTEM.DEFAULT.INITIATION.QUEUE) IPPROCS(0) TRIGGER OPPROCS(0) TRIGDATA(QM1.2.QM2) TRIGDPTH(1) TRIGMPRI(0) TRIGTYPE(FIRST) USAGE (XMITQ) Which corrective action is required to start the channel automatically?
A. modify attribute INITQ to specify SYSTEM.CHANNEL.INITQ
B. modify attribute TRIGMPRI to specify a higher priority
C. disconnect all applications connected to the transmit queue
D. start Trigger Monitor
Answer: A

NEW QUESTION: 3
The given job processes large volumes of data using default partitioning, with sort/partition insertion enabled. Both source Data Sets are partitioned and sorted on the merge key. Assuming that the business logic allows all of the following actions, which design change would improve the performance of this job?

A. Before each input to the Merge stage,insert a Sort stage with "Don't Group,Previously Grouped" set on the merge key. Specify SAME partitioning on all inputs.
B. Set the buffer mode to "no buffer" on the output links of both Data Sets.
C. Set the "Preserve Partitioning" option on both Data Sets and replace the Merge stage with a Sort Funnel stage.
D. Use the Data Set Management Utility to combine both input Data Sets into a single source Data Set.
Answer: A
Explanation:
Topic 3, Volume C

NEW QUESTION: 4
Which of the following is a prevalent risk in the development of end-user computing (EUC) applications?
A. increased application development time
B. increased development and maintenance costs
C. Decision-making may be impaired due to diminished responsiveness to requests for information
D. Applications may not be subject to testing and IT general controls
Answer: D
Explanation:
End-user developed applications may not be subjected to an independent outside review by systems analysts and frequently are not created in the context of a formal development methodology. These applications may lack appropriate standards, controls,quality assurance procedures, and documentation. A risk of end-user applications is that management may rely on
them as much as traditional applications. End-user computing (EUC) systems typically result in reduced application development and maintenance costs, and a reduced development cycle time. EUC systems normally increase flexibility and responsiveness to management's information requests.

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