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NEW QUESTION: 1
ローカルペナルティ検出データのスケーリング戦略を実装する必要があります。
どの正規化タイプを使用する必要がありますか？
A. Weight
B. Streaming
C. Cosine
D. Batch
Answer: D
Explanation:
Post batch normalization statistics (PBN) is the Microsoft Cognitive Toolkit (CNTK) version of how to evaluate the population mean and variance of Batch Normalization which could be used in inference Original Paper.
In CNTK, custom networks are defined using the BrainScriptNetworkBuilder and described in the CNTK network description language "BrainScript." Scenario:
Local penalty detection models must be written by using BrainScript.
References:
https://docs.microsoft.com/en-us/cognitive-toolkit/post-batch-normalization-statistics
Topic 1, One case study
Overview
You are a data scientist in a company that provides data science for professional sporting events. Models will be 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.
* Access 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
Requirements
* Media used for penalty event detection will be provided by consumer devices. Media may include images and videos captured during the sporting event and snared 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 videos, transcripts of radio commentary, and logs from related social media feeds feeds captured during the sporting events.
* Crowd sentiment will include audio recordings submitted by event attendees in both mono and stereo Formats.
Advertisements
* Ad response models must be trained at the beginning of each event and applied during the sporting event.
* Market segmentation nxxlels must optimize for similar ad resporr.r history.
* Sampling must guarantee mutual and collective exclusivity 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.
* Data scientists must be able to detect model degradation and decay.
* Ad response models must support non linear boundaries features.
* The ad propensity model uses a cut threshold is 0.45 and retrains occur if weighted Kappa deviates 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:

Penalty detection and sentiment
Findings
* 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.
segments
During the initial weeks in production, the following was observed:
* Ad response rates 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 uncorrected features.
Penalty detection and sentiment
* 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 stow.
* 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 show 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.

NEW QUESTION: 2
Your network contains three servers that run Windows Server 2008 R2. The servers are configured as shown in the following table.

On Server1, you configure a virtual desktop pool named Pool1. Pool1 contains a Windows 7 virtual machine (VM) named Computer1.
You need to ensure that when a user logs off of Computer1, all of the changes made to Computer1 are discarded.
What should you do?
A. On Server2, enable shadow copies.
B. From the properties of Pool1 on Server1, modify the Automatically save virtual machines setting.
C. From the Remote Desktop Session Host Configuration console on Server1, modify the Delete temporary folders on exit setting.
D. On Server2, take a snapshot of Computer1 and rename the snapshot RDV_Rollback.
Answer: D
Explanation:
To enable rollback on a virtual machine
1.Log on to RD Virtualization Host using an Administrator account.
2.Open Hyper-V Manager. To open Hyper-V Manager, click Start, point to Administrative Tools, and then click Hyper-V Manager.
3.Under Virtual Machines, right-click the virtual machine to enable rollback, and then click Snapshot.
4.Under Snapshots, right-click the snapshot of the virtual machine, and then click Rename.
5.Type RDV_Rollbackand then press ENTER.
6.Close Hyper-V Manager.
7.Repeat these steps for each virtual machine.
Source: http://technet.microsoft.com/en-us/library/ff710411(WS.10).aspx

NEW QUESTION: 3
HOTSPOT





Answer:
Explanation:

Explanation:

NYC-DC1 Raise the forest functional lever to Server 2003 and for NYC-DS Install Server 2008 R2 Standard.

NEW QUESTION: 4

A. Option E
B. Option G
C. Option D
D. Option B
E. Option F
F. Option C
G. Option A
Answer: B
Explanation:

http://technet.microsoft.com/en-us/library/cc280663(v=sql.105).aspx