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 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
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?
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?
What's included in a Microsoft training?
How long do I have access to a Microsoft training?
How can I attend a Microsoft training?
What is 1-on-1?
How am I supported in a 1-on-1 training?
Who should attend a 1-on-1 training?
My colleagues and I want to sign up as a team and learn together. Is this possible?
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.