DP-100: Microsoft Azure Data Scientist


In this 4-day training, you will learn how to design and implement Data Science Solutions and operate machine learning workloads at cloud scale using Azure Machine Learning. The course will teach you how to manage Azure resources for machine learning, upload and prepare datasets for training, run experiments, train predictive models, manage and deploy machine learning models in production, and monitor cloud resource usage. Everything you need to become a Microsoft Azure Data Scientist!

This training prepares you for the Azure Data Scientist exam and certification.


Here’s What You’ll Get

Live Training Days

Lab Assignments

Azure Sandbox

Practice Exam

Exam Voucher

Day Lab Access

Training Details

This training will provide you the knowledge and skills to design and implement Data Science Solutions for the Microsoft Azure environment. 

You will learn how to manage Azure resources for machine learning, upload and prepare datasets for training, run experiments and train models. In addition, I’ll teach you to deploy and operationalize machine learning solutions in production, implement responsible AI… and much more!

The training combines lectures with lab exercises to help you understand the contents. As part of this training, you´ll receive an Azure Pass with credits to spend on your own cloud services. The pass is valid for 30 days.



Name: DP-100 Microsoft Azure Data Scientist.

Format: Classroom.

Content: training manual, case studies, lab exercises, Azure cloud credit, practice exam, and an exam voucher.

Requirements: a laptop with a web browser installed. Chrome or Edge is recommended. Students must have knowledge and experience in data science and machine learning.

Support: Live classroom support.

Associated certification: Microsoft Azure Data Scientist.


Training Curriculum


Course Intro: About this course

Getting Started with Azure Machine Learning


Working with Azure Machine Learning

Knowledge Check

Lab Exercises

Create an Azure Machine Learning Workspace

Visual Tools for Machine Learning


Automated Machine Learning

Azure Machine Learning Designer

Knowledge Check

Lab Exercises

Use Automated Machine Learning

Use Azure Machine Learning Designer

Running Experiments and Training Models


Training and Registering Models

Knowledge Check

Lab Exercises

Run Experiments

Train Models

Working with Data


Working with Datastores

Working with Datasets

Knowledge Check

Lab Exercises

Work with Data

Working with Compute



Compute Targets

Knowledge Check

Lab Exercises

Work with Compute

Orchestrating Machine Learning Workflows

Introduction to Pipelines

Publishing and Running Pipelines

Knowledge Check

Lab Exercises

Create a Pipeline 

Deploying and Consuming Models


Real-Time Inferencing

Batch Inferencing

Continuous Integration and Delivery

Knowledge Check

Lab Exercises

Create a Real-Time Inference Service

Create a Batch Inference Service

Training Optimal Models


Hyperparameter Tuning

Automated Machine Learning

Knowledge Check

Lab Exercises

Tune Hyperparameters

Use Automated Machine Learning from the SDK

Responsible Machine Learning


Differential Privacy

Model Interpretability


Knowledge Check

Lab Exercises

Explore Differential Privacy

Interpret Models

Detect and Mitigate Unfairness

Monitoring Models


Monitoring Models with Application Insights

Monitoring Data Drift

Knowledge Check

Lab Exercises

Monitor a Model

Monitor Data Drift

Request A Classroom Training

Feel free to request a classroom training with me by filling in this contact form. I will contact you asap to discuss your business requirements, team size and preferred location of the training to make sure your team members get what they need.

A typical classroom training can usually be scheduled within 30 days and can accommodate up to 15 people on-site or online.

Looking For Something Else?

Is this classroom training not what you’re looking for? Then please check out my other Microsoft Associate training courses.

Related Online Training


Would you rather train in your own time and at your own pace? Then please check out my Online AI training courses.

“Finally finished this course. Would totally recommend. Thanks Mark!’

Chibuike Kenneth, online student

Frequently Asked Questions

  • Classroom Training
  • Microsoft Training
  • Online Training
  • Misc
What is a classroom training?
A classroom training is a live event in which I will present the training lectures and help you complete the lab exercises. You will be sharing the classroom with your colleagues and learn together as a group.
Where is a classroom training conducted?
Depending on your needs, classroom trainings can be conducted on-site at your place of work, in a fully-equipped classroom at a training agency, or online in a multi-day Microsoft Teams or Zoom session.
Who should attend a classroom training?
A classroom training is ideal for tech professionals who can commit to full days of learning and want to learn together as a group.
How am I supported in a classroom training?
I will continuously support you live, because we’ll both be in the same physical or virtual classroom together.
What is a Microsoft training?
A Microsoft training is an official classroom training course from the Microsoft training catalog that will teach you essential tech skills and prepare you for a certification exam.
What's included in a Microsoft training?
You will receive online course content, access to an Azure sandbox environment, lab exercises, a practice exam and an exam voucher.
How long do I have access to a Microsoft training?
You have unlimited access to the training content, 180 days access to the lab environment and 30 days of access to the practice exam. The exam voucher is valid for a year.
How can my team and I attend a Microsoft training?
Please provide your requirements in the form on the training pages and I will contact you as soon as possible to plan and set up your training.
What is an online training?
In an online training you can study the training lectures and work on the lab assignments in your own time and at your own pace. You can spend as many or as little hours per week as you want on the training. This training format is ideal for tech professionals who have irregular work hours and cannot commit to a classroom training.
What's included in an online training?
You will receive prerecorded online video lectures, text lectures, multiple-choice quizzes and homework exercises.
How am I supported in an online training?
You are supported through email, and you can also book a 30-minute video support call with me if you want. I will help you with the training lectures and lab exercises and get you ready for your certification exams.
Who should attend an online training?
An online training is ideal for tech professionals who want to set their own learning pace and prefer to work independently with a bit of guidance and support throughout the training.
Are you a certified trainer?
Yes. I started classroom training in 1997 and obtained my Microsoft Certified Trainer (MCT) credential in 2005. I currently have more than 25 years of training experience.
What is the maximum size for a classroom training?
It depends on the size of the classroom, the team and the complexity of the subject. But typically, groups of up to 15 students work best. If you have a larger group, it's best to split them over multiple training sessions.
Can you provide training in a non-English language?
Yes, I am fluent in English, Dutch and German thanks to a multilingual upbringing by my international family. I can provide any training in all three languages.
Will you travel to my country to provide a classroom training?
Yes. I am based in Amsterdam and often travel abroad to provide classroom training in other countries. I love meeting my students on-site, no matter where they live.