Microsoft Practice Test DP-100: Designing and Implementing a Data Science Solution on Azure

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The DP-100 practice test trains you in designing and implementing data science solutions on Azure.

Why should I take the DP-100 exam?

The Microsoft DP-100 certification offers you the perfect opportunity to develop a rewarding career in Azure as an Azure data scientist, by allowing you to demonstrate your knowledge of data science by using Azure Machine Learning and MLflow. On passing the Microsoft DP-100 exam, you earn the Microsoft Certified: Azure Data Scientist Associate certification.

The DP-100 practice test includes two different modes: certification and practice mode. Certification mode allows you to assess your knowledge and discover your weak areas, with practice mode allowing you to focus on the areas that need development.

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Questions: 130
Release Date: 08/2020 (Last Update: 05/2023)
Job Role: Data Scientist
Language: English

The DP-100 practice test contains 130 questions and covers the following objectives: 

Design and prepare a machine learning solution – 39 questions 

Design a machine learning solution 

  • Determine the appropriate compute specifications for a training workload
  • Describe model deployment requirements
  • Select which development approach to use to build or train a model

 

Manage an Azure Machine Learning workspace 

  • Create an Azure Machine Learning workspace
  • Manage a workspace by using developer tools for workspace interaction
  • Set up Git integration for source control

 

Manage data in an Azure Machine Learning workspace 

  • Select Azure Storage resources
  • Register and maintain datastores
  • Create and manage data assets

 

Manage compute for experiments in Azure Machine Learning 

  • Create compute targets for experiments and training
  • Select an environment for a machine learning use case
  • Configure attached compute resources, including Azure Databricks and Azure Synapse Analytics
  • Monitor compute utilization

 

Explore data, and train models – 48 questions 

Explore data by using data assets and data stores 

  • Load and transform data
  • Analyze data by using Azure Data Explorer
  • Use differential privacy

 

Create models by using the Azure Machine Learning designer 

  • Create a training pipeline
  • Consume data assets from the designer
  • Use designer components to define a pipeline data flow
  • Use custom code components in designer
  • Evaluate the model, including responsible AI guidelines

 

Use automated machine learning to explore optimal models 

  • Use automated machine learning for tabular data
  • Use automated machine learning for computer vision
  • Use automated machine learning for natural language processing (NLP)
  • Select and understand training options, including preprocessing and algorithms
  • Evaluate an automated machine learning run, including responsible AI guidelines

 

Use notebooks for custom model training 

  • Develop code by using a compute instance
  • Consume data in a notebook
  • Track model training by using MLflow
  • Evaluate a model
  • Train a model by using Python SDKv2
  • Use the terminal to configure a compute instance

 

Tune hyperparameters with Azure Machine Learning 

  • Select a sampling method
  • Define the search space
  • Define the primary metric
  • Define early termination options

 

Prepare a model for deployment – 27 questions 

Run model training scripts 

  • Configure job run settings for a script
  • Configure compute for a job run
  • Consume data from a data asset in a job
  • Run a script as a job by using Azure Machine Learning
  • Use MLflow to log metrics from a job run
  • Use logs to troubleshoot job run errors
  • Configure an environment for a job run
  • Define parameters for a job

 

Implement training pipelines 

  • Create a pipeline
  • Pass data between steps in a pipeline
  • Run and schedule a pipeline
  • Monitor pipeline runs
  • Create custom components
  • Use component-based pipelines

 

Manage models in Azure Machine Learning 

  • Describe MLflow model output
  • Identify an appropriate framework to package a model
  • Assess a model by using responsible AI guidelines

 

Deploy and retrain a model – 16 questions 

Deploy a model

  • Configure settings for real-time deployment
  • Configure compute for a batch deployment
  • Deploy a model to a real-time endpoint
  • Deploy a model to a batch endpoint
  • Test a real-time deployed service
  • Invoke the batch endpoint to start a batch scoring job

 

Apply machine learning operations (MLOps) practices 

  • Trigger an Azure Machine Learning pipeline, including from Azure DevOps or GitHub
  • Automate model retraining based on new data additions or data changes
  • Define event-based retraining triggers

 

Notes: 

  • The bullets that follow each of the skills measured are intended to illustrate how we are assessing that skill. Related topics may be covered in the exam. 
  • Most questions cover features that are general availability (GA). The exam may contain questions on Preview features if those features are commonly used.

 

 

System Requirements

A is an informal exam, simulating an actual exam, which is intended to prepare you better for the real exam. A MeasureUp practice test contains around 150 questions covering the exam objective domains. In a MeasureUp practice test, there are two specific test-taking modes to prepare students for their certification: Certification Mode and Practice Mode.

  • The Practice Mode allows you to customize your testing environment. You can choose how many questions you want to include in the practice, the maximum time available to finish the test, whether to randomize the question order, as well as how and which questions will be shown in the test.
  • The Certification Mode simulates the actual testing environment that you will encounter when taking the certification exam. In this mode, the test is timed and does not permit users to request the answers and explanations to questions until after the test is completed.

 

How does it work?

Take a look at our video to see exactly how MeasureUp’s practice tests work.

 

 

Why should you trust MeasureUp over free Learning material?

MeasureUp Free learning material
  • A greater number of questions, so more opportunities to learn.
  • A small proportion of questions to introduce the exam.
  • In-depth explanation sections accompanied by online references of correct and incorrect answers.
  • Only short explanations of answer options.
  • A total of fourteen different question types.
  • Does not cover all the question types found on the exam.
  • Customize the test based on your needs. Certification & Practice Mode.
  • Just one type of assessment, without customization options and without a time countdown.

 

Will studying with a MeasureUp practice test improve my chances of passing at the first attempt?

Yes. MeasureUp's practice tests have been specifically designed to help you both save time and pass at the first attempt. As the test is fully customizable, you can discover and focus on your weak areas, making the learning process quicker and smoother. Also, since the test replicates the style, objectives, question types, and difficulty of the official exam, you can be confident that when you can pass the practice test twice in Certification Mode, you are exam ready.

 

What can I expect to earn if I pass the DP-100 exam?

On passing the DP-100 and obtaining a job as a mid-level data analyst, you can expect to earn a salary in the United States of approximately $100,000.

Source: Nigel Franks International.

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DP-100 PRACTICE TEST 

Why should you use our DP-100 practice test? 

The MeasureUp DP-100 practice test helps you to pass the official exam on the first go. With our Test Pass Guarantee, you can be sure of success as we offer all of your money back if you do not pass. The DP-100 practice test has been created by leading experts in the field.

You can use the DP-100 practice test in two different modes: certification and practice mode. The first gives you the possibility to assess your knowledge and discover your weak areas, and the second allows you to focus on these areas, ensuring you spend your time wisely. Once you have developed your weak areas sufficiently, you can re-take the exam in certification mode to see if you are now exam ready. 

 

Why should you trust DP-100 Practice Test from MeasureUp over free learning material? 

The MeasureUp DP-100 practice test has many benefits over free learning material, including: 

  • A higher number of questions, so more opportunities to learn. 
  • Detailed explanations with online references of correct and incorrect answers. 
  • A total of fourteen different question types, replicating the look and feel of the real exam. 
  • Customizable based on your needs. Certification & Practice Modes. 
  • Test Pass Guarantee. 
  • Written, reviewed, and edited by experts. 

 

Will the questions be the same as in the actual exam?   

No. Although the questions will be very similar to those of the official exam in terms of style, content, level of difficulty, for reasons of copyright they will not be exactly the same. This will allow you to fully understand the content you are studying so that, no matter how the questions are focused, you can be confident you are covering the same material and that you will have no problem in passing the exam.

 

DP-100 CERTIFICATION EXAM 

What is the DP-100?  

The Microsoft DP-100 is a certification exam specially created for Azure data scientists that want to validate their skills and knowledge in data science by using Azure Machine Learning and MLflow.

 

How difficult is the DP-100? 

This depends on the experience you have in applying data science and machine learning to implement and run machine learning workloads on Azure, as well as the amount of time you are able to dedicate to studying the exam objectives. 

 

How can I prepare for the DP-100 certification exam? 

  • Review the DP-100 exam domains carefully. 
  • Create your study plan for your preparation. 
  • Enroll for the MeasureUp practice tests. Our practice tests emulate the actual exam in terms of style, format, skill sets, question structure, and level of difficulty, and can be taken in two different formats: practice mode and certification mode. 
  • Practice, practice, practice! After looking at all the questions available in the test, checking the correct answers, reviewing the explanations regarding all the different answer options, and consulting the carefully chosen references, it is now time to use the test’s Certification Mode. This is the closest experience you’ll get to the real exam. And when you pass the Certification Mode twice consecutively with a score of 90% or more, you know you are… Exam ready!

 

How many questions does DP-100 have? 

There are approximately between 50 and 60 questions in the Microsoft DP-100 exam.

 

Is DP-100 worth it? 

Earning the DP-100 Microsoft data science solutions on Azure certification is worth obtaining if you have experience with Azure and you want to demonstrate your skills and boost your curriculum vitae. Certifications demonstrate to potential employers that you have the requisite knowledge, skills, and experience to be a valuable professional in their organization.