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

Training Manual
Hands-On Lab
Cloud Credit
Private Slack Channel
Unlimited Teams Calls
Exam Voucher
Certificate of Completion
Self-Paced or Classroom Training
180-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

Introduction

Course Intro: About this course

Getting Started with Azure Machine Learning

Introduction

Working with Azure Machine Learning

Knowledge Check

Lab Exercises

Create an Azure Machine Learning Workspace

Visual Tools for Machine Learning

Introduction

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

Introduction

Training and Registering Models

Knowledge Check

Lab Exercises

Run Experiments

Train Models

Working with Data

Introduction

Working with Datastores

Working with Datasets

Knowledge Check

Lab Exercises

Work with Data

Working with Compute

Introduction

Environments

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

Introduction 

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

Introduction

Hyperparameter Tuning

Automated Machine Learning

Knowledge Check

Lab Exercises

Tune Hyperparameters

Use Automated Machine Learning from the SDK

Responsible Machine Learning

Introduction

Differential Privacy

Model Interpretability

Fairness

Knowledge Check

Lab Exercises

Explore Differential Privacy

Interpret Models

Detect and Mitigate Unfairness

Monitoring Models

Introduction

Monitoring Models with Application Insights

Monitoring Data Drift

Knowledge Check

Lab Exercises

Monitor a Model

Monitor Data Drift

Book a Classroom Training

Classroom trainings are conducted during business hours and hosted online or on-site at your place of work. All students need to participate is a laptop, a web browser, and Microsoft Teams.

Please use the form below to book a call with me to set up your classroom training. We’ll discuss your business requirements, team size, and preferred location of the training (online or on-site) and make sure you get what you need. A typical classroom training can usually be scheduled within 30 days and can accomodate up to 15 people on-site and 30 people online.

Looking For Something Else?

CHECK OUT MY OTHER AI TRAINING

Is this training course not exactly what you’re looking for? No problem, I have many other AI and Data Science training courses in my catalog. Take a look at these alternatives.

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

Chibuike Kenneth, online student

Frequently Asked Questions

  • Bespoke Training
  • Microsoft Training
  • 1-on-1
  • Classroom
What is a bespoke training?

An bespoke training is an in-house developed training that teaches unique skills not covered in official Microsoft training courses. You can learn about AI and machine learning, how to develop leadership skills and prepare for senior IT roles, how to improve your code quality with robust software design patterns, how to write high-performance C# code… and much more!

What's included in a bespoke training?
Each bespoke training includes prerecorded video content, text lectures, quizzes, and homework assignments.
How long do I have access to the training content?

You have lifetime access to all training content.

How can I attend a bespoke training?

You can either participate in a 1-on-1 training with me and work through the lectures at your own pace and in your own time with me supporting you through chat or video calls. Or you can join a classroom training where I will present the training lectures live and guide you through the lab exercises in a multi-day session.

What is a Microsoft training?
A Microsoft official training is a training course straight from the official Microsoft training catalog. These courses will prepare you for Microsoft certification exams and include an exam voucher.
What's included in a Microsoft training?
You will receive a course manual, access to an online lab environment, an Azure Pass with cloud credit, a practice exam, and an exam voucher.
How long do I have access to a Microsoft training?
You have unlimited access to the training manual, 180 days access to the online lab environment, and 15 days of access to free Azure credit. The exam voucher is valid for a year.
How can I attend a Microsoft training?
You can either participate in a 1-on-1 training with me and work through the lectures at your own pace and in your own time with me supporting you through chat or video calls. Or you can join a classroom training where I will present the training lectures live and guide you through the lab exercises in a multi-day session.
What is 1-on-1?
In a 1-on-1 training, you 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.
How am I supported in a 1-on-1 training?
I will support you in a private Slack channel. You can also book an unlimiterd number of 1-hour video support calls with me. I will support you with the training lectures and lab exercises and get you ready for certification exams.
Who should attend a 1-on-1 training?
A 1-on-1 training is ideal for tech professionals who want to set their own learning pace and prefer a healthy mix of guidance and support throughout the training to learn the content and complete the lab exercises.
My colleagues and I want to sign up as a team and learn together. Is this possible?
No, a 1-on-1 training is only for individual students who each learn at their own pace. Please consider a classroom training instead.
What is a classroom training?

A classroom training is a live event in which I will present the training lectures, help you complete the lab exercises and get you ready for the certification exam. Classroom trainings are conducted online in full-day Microsoft Teams calls held during business hours in the Central European timezone. You will be sharing the classroom with other students and learn together as a group. 

When and where is classroom training conducted?

Classroom trainings are conducted online during Central European business hours. You will receive a Microsoft Teams link when you sign up for a class. Please note that classroom trainings can also be held on-site at your place of work. Please book a discovery call with me if you're interested, and we can discuss your requirements.

How am I supported in a classroom training?

I will continuously support you live, because we'll both be in the same virtual classroom together. 

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. 

My colleagues and I want to sign up as a team and learn together. Is this possible?

Yes, absolutely. Please book a discovery call with me to discuss your requirements. I can offer group discounts to business teams.