DP-100: Microsoft Azure Data Scientist Associate Exam Study Guide

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Azure DP-100 is the Data Science Certification from Microsoft for all the people who are interested in Data Handling. The learning is self-paced and flexible. Once you get certified, you can work on Azure models, build and operate the models, track the experiments, build pipelines, and tune hyperparameters in the Azure way.

The topics covered in this blog are:

What is Azure Data Scientist Certification?

With the DP 100 Microsoft Azure Data Scientist Certification, you will be able to work on machine learning workloads using Azure Machine Learning Service and apply your knowledge of data science and machine learning.

In addition, it involves planning and creating a suitable working environment for data science workloads on Azure, executing data experiments, and training predictive machine learning models.

DP-100

Are you new to the Azure cloud? Do check out our blog post on the Azure Certification Path 2022 and choose the best certification for you.

Why You Should Learn Data Science?

In IT industries, a lot of raw data is generated daily. Therefore, an IT industry needs a dedicated team to work on this raw data, evaluate it and plot the data to make inferences. Moreover, the team is required to apply the Machine Learning algorithm to make predictions.

Also, there is a huge gap between demand and supply for Data Scientists and right now Data Scientist jobs are trending in the IT industry.

Who This Certification is For? 

The certificate is applicable to,

  • Candidates who are interested in Machine Learning Like Scikit-Learn, PyTorch, and Tensorflow.
  • Some knowledge of Data handling and Artificial Intelligence
  • People good at statistics
  • The Data Scientist who prepares data, trains models, and evaluates competing models, but hasn’t used Azure to do so before.

Check Out: Azure Data Factory Interview Questions

Benefits of DP-100 Certification

  • Create different workspaces for running machine learning models.
  • Using Machine Learning to implement and run Machine Learning on Azure.
  • Planning, running data experiments, training predictive, and creating a working environment for Data science workloads on Azure.
  • AI/ML Data Scientist Jobs are trending in the IT industry.
  • The IT industry is flooded with jobs for candidates who have basic knowledge about using Microsoft Azure Services. Candidates having Microsoft certification has a good job opportunity.
  • The certificate is proof that your skills have been validated.

DP-100 Exam Details

Exam Name

Exam DP-100: Designing and Implementing a Data Science Solution on Azure

Exam Duration

180 Minutes

Exam Type

Multiple Choice Examination

Number of Questions

40 - 60 Questions

Exam Fee

$165

Eligibility/Pre-Requisite

None

Exam validity

2 years

Exam Languages

English, Japanese, Korean, and Simplified Chinese

DP-100 Exam Skills Measured

Manage Azure resources for machine learning

25–30%

Run experiments and train models

20–25%

Deploy and operationalize machine learning solutions

35-40%

Implement responsible machine learning

5-10%

How to Register for Azure Dp 100 Exam

You can register for the DP-100 Exam (Designing And Implementing A Data Science Solution On Azure) by going to the Official Microsoft Page.

dp-100 study guide

Prerequisites For DP 100 Exam

  • An understanding of Machine Learning, Artificial Intelligence, and Data Science.
  • Candidate having existing knowledge of Python and Machine Learning. Experience of working on it for at least 3-6 months makes it easy to prepare for the exam.
  • Basic knowledge of Azure data fundamentals
  • DP-900 Certification (not mandatory)

By taking the DP-900 certification exam, it would be easy to learn the Basic knowledge of Azure. Moreover, it will be easy to crack the DP-100 certification exam.

Knowledge of Machine learning helps to make sense of the codes, and answer Machine Learning questions during the exam.

DP 100 Study Guide

Manage Azure resources for machine learning (25-30%)

Create an Azure Machine Learning workspace

Manage data in an Azure Machine Learning workspace

Manage compute for experiments in Azure Machine Learning

Implement security and access control in Azure Machine Learning

Set up an Azure Machine Learning development environment

Set up an Azure Databricks workspace

Run experiments and train models (20-25%)

Create models by using the Azure Machine Learning designer

Run model training scripts

Generate metrics from an experiment run

Use Automated Machine Learning to create optimal models

Tune hyperparameters with Azure Machine Learning

Deploy and operationalize machine learning solutions (35-40%)

Select compute for model deployment

Deploy a model as a service

Manage models in Azure Machine Learning

Create an Azure Machine Learning pipeline for batch inferencing

Publish an Azure Machine Learning designer pipeline as a web service

Implement pipelines by using the Azure Machine Learning SDK

Apply ML Ops practices

Implement responsible machine learning (5-10%)

Use model explainers to interpret models

Describe fairness considerations for models

Describe privacy considerations for data

DP-100 Exam Retake Policy

The DP-100 exam retake policy is as follows:

  1. If a candidate fails on the first attempt, they must wait for 24 hours before retaking the exam.
  2. If a candidate again fails on the second attempt, then the candidate will have to wait for 14 days.
  3. A candidate will be given a maximum of five attempts to retake an exam in a year.

DP-100 Exam Day Tips 

  • Schedule the exam a week or two in advance.
  • Set up a certification profile (if you haven’t already)
  • Verify personal information and payment method
  • It is recommended to take the exam online.
  • The test-taking space should be quiet.
  • Do not read the question aloud, this may lead to disqualification.
  • Before taking photos, remove any paper, pencils, external keyboard, etc, from sight in compliance with test rules.
  • You are not allowed to write, you can use a virtual notepad during the test.
  • Be mindful of your eyes during your test. You will be recorded by your front-facing camera during your test, and a Pearson VUE proctor will monitor you throughout the session. The lack of attention to your computer screen during the test may lead to suspicions that you are cheating.
  • If you stare off into the distance while thinking, it is best to resist that urge during your exam.

Conclusion

There is a huge demand for data scientists, machine learning experts, Artificial intelligence, etc. and the future of Data science is defined by large firms such as Microsoft, Amazon, Databricks, and google. Due to this reason, it makes sense to get certification from any of these big firms.

The Azure DP-100 certification is just the beginning of your learning journey toward Machine Learning, not the end. Once you get the certification it is on you to put that skills into good use whether it is a job or for your personal project.

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