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NEW QUESTION: 1
Which data model is most efficient for managing and modeling elevation data consisting of three billion individual points?
A. Raster dataset
B. Terrain dataset
C. Mosaic dataset
D. Triangulated dataset
Answer: B
Explanation:
Reference:http://help.arcgis.com/en/arcgisdesktop/10.0/help/index.html#//00q80000005z000000(t errain surfaces, second paragraph)
NEW QUESTION: 2
In the life of a project, when do the number and impact of change requests often increase?
A. During project planning
B. Once the project scope is reviewed
C. Towards the end of the project
D. At the launch of the project
Answer: C
Explanation:
Explanation
As the life of the project draws towards its end, there's often an increase in the number of change requests.
When change requests are made towards the end of a project, however, the cost and impact of the change increases significantly.
Answer D is incorrect. It's ideal for change requests, if they must happen, to happen at the launch of the
project, not just at the end.
Answer A is incorrect. The best answer is that change requests must happen towards the end of project
execution, not just project planning. Planning spans the entire life of the project.
Answer B is incorrect. Scope review happens early in the project and changes early in the project are easier to
incorporate and manage than changes at the end of the project.
NEW QUESTION: 3
Drag & Drop-Frage
Ziehen Sie die folgenden Höchstgeschwindigkeiten per Drag & Drop auf die entsprechenden WLAN-Standards.
Token können mehrmals verwendet werden.
Answer:
Explanation:
NEW QUESTION: 4
You must use the Azure Machine Learning SDK to interact with data and experiments in the workspace.
You need to configure the config.json file to connect to the workspace from the Python environment.
Which two additional parameters must you add to the config.json file in order to connect to the workspace? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Key
B. resource_group
C. region
D. subscription_Id
E. Login
Answer: C,D
Explanation:
Topic 1, 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.