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DP-100 - Designing and Implementing a Data Science Solution on Azure? - Dump Information

Vendor : Microsoft
Exam Code : DP-100
Exam Name : Designing and Implementing a Data Science Solution on Azure?
Questions and Answers : 110 Q & A
Updated On : Click to Check Update
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DP-100 Questions and Answers

DP-100


QUESTION: 103 DRAG DROP

You have a model with a large difference between the training and validation error values. You must create a new model and perform cross-validation.

You need to identify a parameter set for the new model using Azure Machine Learning Studio. Which module you should use for each step? To answer, drag the appropriate modules to the correct steps. Each module may be used once or more than once, or not at all. You may need to drag the split bar between panes or scroll to view content. NOTE: Each correct selection is worth one point.


image


Answer:

Exhibit


image


Explanation:

Box 1: Split data

Box 2: Partition and Sample

Box 3: Two-Class Boosted Decision Tree Box 4: Tune Model Hyper parameters Integrated train and tune: You configure a set of parameters to use, and then let the module iterate over multiple combinations, measuring accuracy until it finds a "best" model. With most learner modules, you can choose which parameters should be changed during the training process, and which should remain fixed.

We recommend that you use Cross-Validate Model to establish the goodness of the model given the specified parameters. Use Tune Model Hyperparameters to identify the optimal parameters.


References:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module- reference/partition-andsample


QUESTION: 104 HOTSPOT

You are using C-Support Vector classification to do a multi-class classification with an unbalanced training dataset. The C-Support Vector classification using Python code shown below:


image


You need to evaluate the C-Support Vector classification code.

Which evaluation statement should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.


image


Answer:

Exhibit


image


Explanation:

Box 1: Automatically adjust weights inversely proportional to class frequencies in the input data The “balanced” mode uses the values of y to automatically adjust weights inversely proportional to class frequencies in the input data as n_samples / (n_classes * np.bincount(y)).

Box 2: Penalty parameter

Parameter: C : float, optional (default=1.0) Penalty parameter C of the error term.


References:

https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html


QUESTION: 105

You are building a machine learning model for translating English language textual content into French language textual content. You need to build and train the machine learning model to learn the sequence of the textual content. Which type of neural network should you use?


  1. Multilayer Perceptions (MLPs)

  2. Convolutional Neural Networks (CNNs)

  3. Recurrent Neural Networks (RNNs)

  4. Generative Adversarial Networks (GANs)


Answer: C


Explanation:

To translate a corpus of English text to French, we need to build a recurrent neural network (RNN). Note: RNNs are designed to take sequences of text as inputs or return sequences of text as outputs, or both.

They’re called recurrent because the network’s hidden layers have a loop in which the output and cell state from each time step become inputs at the next time step. This

recurrence serves as a form of memory. It allows contextual information to flow through the network so that relevant outputs from previous time steps can be applied to network operations at the current time step.


References:

https://towardsdatascience.com/language-translation-with-rnns-d84d43b40571


QUESTION: 106

You create a binary classification model. You need to evaluate the model performance. Which two metrics can you use? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.


  1. relative absolute error

  2. precision

  3. accuracy

  4. mean absolute error

  5. coefficient of determination


Answer: B, C


Explanation:

The evaluation metrics available for binary classification models are: Accuracy, Precision, Recall, F1 Score, and AUC.

Note: A very natural question is: ‘Out of the individuals whom the model, how many

were classified correctly (TP)?’

This question can be answered by looking at the Precision of the model, which is the proportion of positives that are classified correctly.


References:

https://docs.microsoft.com/en-us/azure/machine-learning/studio/evaluate-model- performance


QUESTION: 107

You use the Two-Class Neural Network module in Azure Machine Learning Studio to build a binary classification model. You use the Tune Model Hyperparameters module to tune accuracy for the model. You need to select the hyperparameters that should be tuned using the Tune Model Hyperparameters module. Which two hyperparameters should you use? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

  1. Number of hidden nodes

  2. Learning Rate

  3. The type of the normalizer

  4. Number of learning iterations

  5. Hidden layer specification


Answer: D, E


Explanation:

D: For Number of learning iterations, specify the maximum number of times the algorithm should process the training cases.

E: For Hidden layer specification, select the type of network architecture to create. Between the input and output layers you can insert multiple hidden layers. Most predictive tasks can be accomplished easily with only one or a few hidden layers.


References:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/two- class-neuralnetwork


QUESTION: 108 HOTSPOT

You are evaluating a Python NumPy array that contains six data points defined as follows: data = [10, 20, 30, 40, 50, 60]

You must generate the following output by using the k-fold algorithm implantation in the Python Scikitlearn machine learning library:

train: [10 40 50 60], test: [20 30]

train: [20 30 40 60], test: [10 50]

train: [10 20 30 50], test: [40 60]

You need to implement a cross-validation to generate the output.

How should you complete the code segment? To answer, select the appropriate code segment in the dialog box in the answer area.

NOTE: Each correct selection is worth one point.

image


Answer:

Exhibit


image


Explanation:

Box 1: k-fold

Box 2: 3

K-Folds cross-validator provides train/test indices to split data in train/test sets. Split dataset into k consecutive folds (without shuffling by default).

The parameter n_splits ( int, default=3) is the number of folds. Must be at least 2. Box 3:

data

Example: Example:

>>>

>>> from sklearn.model_selection import KFold

>>> X = np.array([[1, 2], [3, 4], [1, 2], [3, 4]])

>>> y = np.array([1, 2, 3, 4])

>>> kf = KFold(n_splits=2)

>>> kf.get_n_splits(X) 2

>>> print(kf)

KFold(n_splits=2, random_state=None, shuffile=False)

>>> for train_index, test_index in kf.split(X):

... print("TRAIN:", train_index, "TEST:", test_index)

... X_train, X_test = X[train_index], X[test_index]

... y_train, y_test = y[train_index], y[test_index] TRAIN: [2 3] TEST: [0 1]

TRAIN: [0 1] TEST: [2 3]


References:

https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html


QUESTION: 109

You create a binary classification model by using Azure Machine Learning Studio. You must tune hyperparameters by performing a parameter sweep of the model. The parameter sweep must meet the following requirements:

?iterate all possible combinations of hyperparameters

?minimize computing resources required to perform the sweep

?You need to perform a parameter sweep of the model. Which parameter sweep mode should you use?


  1. Random sweep

  2. Sweep clustering

  3. Entire grid

  4. Random grid

  5. Random seed


Answer: D


Explanation:

Maximum number of runs on random grid: This option also controls the number of iterations over a random sampling of parameter values, but the values are not generated randomly from the specified range; instead, a matrix is created of all possible combinations of parameter values and a random sampling is taken over the matrix. This method is more efficient and less prone to regional oversampling or undersampling.

If you are training a model that supports an integrated parameter sweep, you can also set a range of seed values to use and iterate over the random seeds as well. This is optional, but can be useful for avoiding bias introduced by seed selection.

Incorrect Answers:

B: If you are building a clustering model, use Sweep Clustering to automatically determine the optimum number of clusters and other parameters.

C: Entire grid: When you select this option, the module loops over a grid predefined by the system, to try different combinations and identify the best learner. This option is useful for cases where you don't know what the best parameter settings might be and want to try all possible combination of values.

E: If you choose a random sweep, you can specify how many times the model should be trained, using a random combination of parameter values.


References:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/tune- modelQuestions & Answers PDF P-101 hyperparameters


QUESTION: 110 HOTSPOT

You are analyzing the asymmetry in a statistical distribution.

The following image contains two density curves that show the probability distribution of two datasets.


image


Use the drop-down menus to select the answer choice that answers each question based on the information presented in the graphic.

NOTE: Each correct selection is worth one point.

image


Answer:

Exhibit


image


Explanation:

Box 1: Positive skew

Positive skew values means the distribution is skewed to the right. Box 2: Negative skew

Negative skewness values mean the distribution is skewed to the left.


References:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module- reference/computeelementary- statistics


Microsoft DP-100 Exam (Designing and Implementing a Data Science Solution on Azure?) Detailed Information

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Q. What is a Charter certificate?
Charter Members are the pioneering group of individuals who achieve a certification within six months following the retail release date of the certification. (People who pass the beta exams will receive the Charter certificate after the certification is commercially released.) Charter Members are recognised by being given the Charter version of the certificate acknowledging their early adoption of the technology solution. The Charter version of the certificate includes the word "Charter".
Q. Which certifications are eligible for Charter status?
If you have any of the following certifications, you are eligible for the Charter certificate: Microsoft Certified Solutions Associate (MCSA), Microsoft Certified Solutions Expert (MCSE), Microsoft Certified Solutions Developer (MCSD), Microsoft Certified Technology Specialist (MCTS), Microsoft Certified IT Professional (MCITP), Microsoft Certified Solutions Master (MCSM), or Microsoft Certified Professional Developer (MCPD). Exceptions include those certifications that are released when the technology covered is no longer the latest version of the technology. These include the MCSA: Windows 7, the MCSA: SQL Server 2008 and the MCSA: Windows Server 2008.
In addition, Microsoft Specialist (Specialist) certifications released in and after September 2015 are also eligible for Charter status, including all Windows 10, Big Data Analytics and Cloud Data Platform Specialist certifications.
Q. How much time do I have to order my Charter certificate?
You can digitally download or order your Charter certificate at any point after it is earned.
Q. When does the Charter certificate period start for localised exams?
The six-month "clock" start time is based on the earliest time the certification can be earned, which is typically based on English-language exam availability. For example, if an exam is available in German two months after the English version is available, the German candidate has only four more months to earn a Charter certificate.
Q. I have heard that Microsoft sponsors an Elevate America veterans initiative to help our country's veterans and their spouses acquire the skills and resources that they need to be successful in today's workplace. What is this initiative?
Through this initiative, Microsoft convenes a coalition of public, private and non-profit organisations that are interested in contributing expertise, cash and in-kind resources to help U.S. veterans and their spouses build the skills and access the resources that they need to be successful in today's workforce.
Accessing the benefits and exams dashboard
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Q. How do I qualify for access to the benefits and exams dashboard?
The benefits and exams dashboard is available if you have passed a Microsoft qualified exam. It provides customised resources specific to your achievements and certifications.
Sign in to the benefits and exams dashboard
Q. How do I access the Microsoft Certification benefits and exams dashboard for the first time?
After you pass your first Microsoft Certification exam, you will receive a welcome email message outlining the steps needed to gain access to the benefits and exams dashboard. Please check your junk folder to ensure that the automatic email message is not blocked by your spam filter. Here are the instructions you will receive in the email message.
Create a Microsoft account if you don't already have one.
On your first visit, click on the link provided in the email and use your Microsoft account to log in to the benefits and exams dashboard.
Note This must be done within 90 days of receiving the email to meet security requirements.
In some cases, you may be required to enter your Microsoft Certification ID (MC ID) and temporary access code, which will be supplied in the email message.
On future visits, log in to the benefits and exams dashboard using the same Microsoft account.
For assistance, go to Microsoft training and certification help.
Q. I do not know my Microsoft Certification ID (formerly MCP ID). What should I do?
Your MC ID is shown in your welcome email as well as in the profile information on the benefits and exams dashboard. If you are unable to access the benefits and exams dashboard, contact your Microsoft Regional Service Centre for assistance.
Q. What is the access code required for the benefits and exams dashboard?
An access code is a unique code that allows first-time access to the benefits and exams dashboard and, if required, is provided in your welcome email. You can only use the access code to sign in to the benefits and exams dashboard for the first time. If you misplace your code or it has retired, contact your Microsoft Regional Service Centre for assistance.
Q. How long does it take for my data to update after accessing the benefits and exams dashboard for the first time?
After you register, you must wait 24 hours before accessing your program benefits.
Q. I am a returning user and cannot access the benefits and exams dashboard. How do I gain access?
If you cannot remember the Microsoft account information associated with your account, or you have other difficulty accessing the benefits and exams dashboard, contact the Microsoft Regional Service Centre in your area.
Note If you have a Hotmail account, MSN email account or Microsoft Passport, it is your Microsoft account.
Q. I saved the URL to my Microsoft Certification Program benefits in my Favourites, but when I navigate there I am redirected to a sign-in page, not the page I am trying to access.
Because online benefits are available only to eligible Microsoft Certification Program members, you must enter your Microsoft account credentials to access your online benefits. After your account is authenticated, you will be redirected to the page you are trying to access.
Q. Why is my name on the benefits and exams dashboard different from what it is in my Microsoft Personal Profile?
You are required to use your legal name for the benefits and exams dashboard. The Microsoft Personal Profile is associated with your Microsoft account.
Q. How do I update my legal name?
To update your legal name, contact your Microsoft Regional Service Centre.
Q. How do I update the information in my Microsoft Personal Profile?
You can update your Microsoft Personal Profile in the Profile Centre.
To change the name that is associated with your Microsoft Certification ID (formerly, MCP ID), contact your Microsoft Regional Service Centre.
Q. I updated my email address at the Profile Centre, but it was not changed on my Microsoft Certification transcript. What is wrong?
It can take up to 48 hours for changes in your profile to appear on your Microsoft Certification transcript. Check your transcript later to verify that your email address has been updated.
Q. I entered an email address in my Microsoft Personal Profile, but the email field is still blank. What happened?
After you update your Personal Profile, a message is sent to the email address noted in your profile. For the changes to be saved, you must follow the instructions in the email message to confirm the update. Otherwise, the email address in your profile will be removed because it has not been confirmed.
Q. How do I use the Microsoft Certification logos, and what are my rights and responsibilities when I use them?
When you access the logo tool, you are required to read and accept the MCP logo guidelines to correctly promote your relationship with Microsoft and to protect the integrity of the logos. You must sign in to the benefits and exams dashboard in order to access these guidelines.
Q. How can I download electronic files of Microsoft Certification logos?
Logos are available for download from the benefits and exams dashboard.
Q. I passed a test a week ago and I want to print my logo, but I cannot select it for printing.
The test that you passed might not qualify you to print that specific logo. If you believe this is an error, contact the Microsoft Regional Service Centre.
Q. How do I report misuse of a Microsoft Certification logo?
Contact the Microsoft Regional Service Centre.
Microsoft account and Profile Centre
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Q. What is Microsoft account?
Microsoft account (formerly Windows Live ID) enables you to simply use your email address and password to sign in. After you create your Microsoft account, you can access all Microsoft account sites and services. If you already have an MSN Hotmail, MSN Messenger or Passport account, it is your Microsoft account.
Learn more about Microsoft account.
Q. If I do not have a Microsoft account, do I need to set one up to access the benefits and exams dashboard?
Yes. You can sign up for a Microsoft account now. You will not be able to access the benefits and exams dashboard without one.
Q. If I already have a Microsoft account, can I use it to access the benefits and exams dashboard?
Yes.
Q. I do not remember the Microsoft account I used to access the benefits and exams dashboard. What should I do?
If you cannot remember the Microsoft account that you used to access the benefits and exams dashboard, contact your Microsoft Regional Service Centre for assistance.
Q. Will my Microsoft account expire?
If your Microsoft account is unused for one year, your Microsoft account may expire, and you may need to re-establish a Microsoft account.
Q. How do I update my profile?
Log in to the benefits and exams dashboard and, under the Account menu in the top right corner of the page, click Profile settings.
Q. What should I regularly update in my profile?
Update the following information to ensure that you receive communications from Microsoft:
Your contact preferences: Specify whether you want to receive promotional information about Microsoft products, services and events.
Your personal information: View, add or edit your personal contact information, such as your email address, business or personal address and phone numbers.
Your business information: View, add or edit information about your job and your organisation so that we can personalise content and recommend materials that match your job, organisation or industry.
Your technology preferences: View, add or edit information about your technology interests so that we can personalise content and recommend materials that match your interests.
Q. What if I do not want to receive email messages from Microsoft?
You are under no obligation to receive email messages from Microsoft. However, if you indicate that you do not want to receive communications from Microsoft through email, you cannot receive e-newsletters, such as the MCP Flash and MCT Flash. These communications provide up-to-date information on changes in training and certification resources, such as discontinued exams, Microsoft Certified Professional (MCP) benefits and special offers.
Q. How do I ensure that I receive communications by email?
Visit the Microsoft Profile Centre to indicate that you want to receive email messages from Microsoft.
Sign in to the Microsoft Profile Center to view and update your profile
Profile Center screenshot
Click My Contact Preferences, located on either the Profile Centre home page (shown above) or on the left-hand side of the page (shown below). Select E-Mail Address, and then click Save.
Note You can always unsubscribe from selected e-newsletters. However, if you do not select the E-Mail Address option, Microsoft cannot send you any information by email, including product notifications and news.
My Contact Preferences screenshot
Sign-up for e-newsletters: Select Manage Subscriptions on the left-hand side of the page. Tick all of the subscriptions that you want to receive, and then click Subscribe. You can also unsubscribe from publications.
Accessing your transcript
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Q. Where can I find my transcript or see which exams I have passed?
Access your transcript from the benefits and exams dashboard.
Under the section called Transcript, click on the View link.
Q. How do I give my employer or others access to my transcript via a secure connection that they can trust?
Microsoft offers a tool called Transcript Sharing, which can be accessed from the benefits and exams dashboard. Under the section called Transcript, click the Share link.
You will be asked to create an Access Code (which can be changed at any time) and given a Transcript ID. You will then provide these two codes to your selected audience, along with a URL to view your transcript.
Q. I have certifications from multiple providers; can I combine all my credentials into one transcript?
Microsoft has worked with the IT Certification Council (ITCC), along with other industry certification providers, to provide MCPs with the opportunity to create one transcript across providers. Under the Transcript section of the benefits and exams dashboard, click Create a multi-vendor transcript. You will then be asked to provide your transcript sharing codes. The transcript sharing code can be found by clicking Share your transcript.
Q. What if I cannot print or access my transcript?
If you cannot print or access your transcript, contact your Microsoft Regional Service Centre.
To ensure a prompt response:
Use the email address associated with your Microsoft Certification ID (MC ID), if possible.
Have your Microsoft Certification ID number available.
If you do not know your Microsoft Certification ID, have other information available, such as your address, telephone number, exam numbers and completion dates.
Q. I viewed my transcript but it is missing data. Why can't I see all my data?
It can take up to two weeks for Microsoft to receive and process your exam records. If it has been more than two weeks since you took your exam, and the results still do not appear on your transcript, or if you notice any other problems, contact your Microsoft Regional Service Centre.
Training and certification from Microsoft
Fulfill your potential and make the most of your investment in Microsoft technology with certification, classroom training, e-learning, and books from Microsoft and Microsoft Learning Partners.
Certifications
A Microsoft Certification validates your expertise in a Microsoft technology. As a Microsoft Certified Professional, you’ll have access to community resources and tools that allow you to exchange ideas with peers, increase your knowledge and skills, and broaden your career opportunities.
Microsoft Certified Trainers
Microsoft Certified Trainers (MCTs) are classroom and e-learning instructors, training and certification consultants, authors, conference presenters, and user group leaders who combine their expertise, experience, and passion for training and leadership to help Microsoft customers and partners realize their full learning potential.
Microsoft Learning Partners
Microsoft Partners with the Learning competency (Learning Partners) are training companies that meet stringent Microsoft qualifications to train IT professionals and developers on Microsoft technologies.
Microsoft Imagine Academy
The Microsoft Imagine Academy program connects the world of education to the world of work by enabling faculty and students to acquire new technology skills in an academic setting.
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