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- Name: VMware Aria Automation 8.x Advanced Deploy V2
- Exam Code: 3V0-31.24
- Certification: 3V0-31.24
- Vendor: VMware
- Total Question: 630
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NEW QUESTION: 1
You are moving a large dataset from Azure Machine Learning Studio to a Weka environment.
You need to format the data for the Weka environment.
Which module should you use?
A. Convert to ARFF
B. Convert to Dataset
C. Convert to CSV
D. Convert to SVMLight
Answer: A
Explanation:
Explanation/Reference:
Explanation:
Use the Convert to ARFF module in Azure Machine Learning Studio, to convert datasets and results in Azure Machine Learning to the attribute-relation file format used by the Weka toolset. This format is known as ARFF.
The ARFF data specification for Weka supports multiple machine learning tasks, including data preprocessing, classification, and feature selection. In this format, data is organized by entites and their attributes, and is contained in a single text file.
References:
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/convert-to-arff Testlet 1 Case study Overview You are a data scientist in a company that provides data science for professional sporting events. Models will use global and local market data to meet the following business goals:
Understand sentiment of mobile device users at sporting events based on audio from crowd reactions.
Assess a user's tendency to respond to an advertisement.
Customize styles of ads served on mobile devices.
Use video to detect penalty events
Current environment
Media used for penalty event detection will be provided by consumer devices. Media may include
images and videos captured during the sporting event and shared using social media. The images and videos will have varying sizes and formats.
The data available for model building comprises of seven years of sporting event media. The sporting
event media includes; recorded video transcripts or radio commentary, and logs from related social media feeds captured during the sporting events.
Crowd sentiment will include audio recordings submitted by event attendees in both mono and stereo
formats.
Penalty detection and sentiment
Data scientists must build an intelligent solution by using multiple machine learning models for penalty
event detection.
Data scientists must build notebooks in a local environment using automatic feature engineering and
model building in machine learning pipelines.
Notebooks must be deployed to retrain by using Spark instances with dynamic worker allocation.
Notebooks must execute with the same code on new Spark instances to recode only the source of the
data.
Global penalty detection models must be trained by using dynamic runtime graph computation during
training.
Local penalty detection models must be written by using BrainScript.
Experiments for local crowd sentiment models must combine local penalty detection data.
Crowd sentiment models must identify known sounds such as cheers and known catch phrases.
Individual crowd sentiment models will detect similar sounds.
All shared features for local models are continuous variables.
Shared features must use double precision. Subsequent layers must have aggregate running mean
and standard deviation metrics available.
Advertisements
During the initial weeks in production, the following was observed:
Ad response rated declined.
Drops were not consistent across ad styles.
The distribution of features across training and production data are not consistent
Analysis shows that, of the 100 numeric features on user location and behavior, the 47 features that come from location sources are being used as raw features. A suggested experiment to remedy the bias and variance issue is to engineer 10 linearly uncorrelated features.
Initial data discovery shows a wide range of densities of target states in training data used for crowd
sentiment models.
All penalty detection models show inference phases using a Stochastic Gradient Descent (SGD) are
running too slow.
Audio samples show that the length of a catch phrase varies between 25%-47% depending on region
The performance of the global penalty detection models shows lower variance but higher bias when
comparing training and validation sets. Before implementing any feature changes, you must confirm the bias and variance using all training and validation cases.
Ad response models must be trained at the beginning of each event and applied during the sporting
event.
Market segmentation models must optimize for similar ad response history.
Sampling must guarantee mutual and collective exclusively between local and global segmentation
models that share the same features.
Local market segmentation models will be applied before determining a user's propensity to respond to
an advertisement.
Ad response models must support non-linear boundaries of features.
The ad propensity model uses a cut threshold is 0.45 and retrains occur if weighted Kappa deviated
from 0.1 +/- 5%.
The ad propensity model uses cost factors shown in the following diagram:
The ad propensity model uses proposed cost factors shown in the following diagram:
Performance curves of current and proposed cost factor scenarios are shown in the following diagram:
NEW QUESTION: 2
Which of the following best describes the purpose of a business scenario?
A. To help identify and understand the business requirements that an architecture must address
B. To identify and mitigate the risks when implementing an architecture project
C. To define and plan an enterprise architecture transformation based on Capability-Based Planning
D. To develop a set of security guidelines for the architecture being developed
E. To develop a set of general rules and guidelines for the architecture being developed
Answer: A
NEW QUESTION: 3
During his hospitalization, a 3-year-old child has become unusually aggressive in his play activities. His parents report this change in behavior to the primary nurse. How could the nurse explain the child's change in behavior?
A. Deep-seated feelings of hostility
B. A lack of interest in socializing
C. A coping response
D. Usual behavior for this child
Answer: C
Explanation:
(A) Unusually aggressive behavior does not indicate a deepseated problem. (B) A lack of social interest results in poor participation in play activities with peers. Aggression would not be an expected behavior. (C) The aggressive behavior was newly developed and not a routine behavior. (D) Play provides the child with opportunities for coping and adaptation. Aggression during the play activities would indicate a coping response.
NEW QUESTION: 4
現在、アプリケーションはAWS Auto Scalingを利用して、負荷の増加に応じて増減し、順調に推移しています。マーケティングチームは、4週間で20倍のトラフィック増加をもたらす今後のキャンペーンに続くトラフィックの着実な増加を見込んでいます。ピーク需要を満たすのに必要なAmazon EC2インスタンスのおおよその数は175です。
トラフィックが増加している間にサービスが中断する可能性を回避するには、どうしますか。
A. マーケティングキャンペーンの前のピーク需要時に予想される1秒あたりの要求に一致するようにElastic Load Balancerを事前に温めます
B. Trusted Advisorでサービスの制限を確認し、予測される数が制限内に収まるように必要に応じて調整します。
C. マーケティングキャンペーンの開始前に、Auto Scalingの設定を変更して希望の容量を175に設定します。
D. 各サーバーが起動時に1つのアドレスを取得できるように、175個のElastic IPアドレスを事前に割り当てていることを確認してください。
Answer: A
Explanation:
Amazon ELB is able to handle the vast majority of use cases for our customers without requiring
"pre-warming" (configuring the load balancer to have the appropriate level of capacity based on expected traffic).
https://aws.amazon.com/articles/1636185810492479#pre-warming
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