Designing and Implementing a Data Science Solution on Azure (DP-100T01)

 

Course Overview

Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring in Microsoft Azure.

This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud.

Who should attend

This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud.

Certifications

This course is part of the following Certifications:

Prerequisites

Successful Azure Data Scientists start this role with a fundamental knowledge of cloud computing concepts, and experience in general data science and machine learning tools and techniques.

Specifically:

  • Creating cloud resources in Microsoft Azure.
  • Using Python to explore and visualize data.
  • Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow.
  • Working with containersTo gain these prerequisite skills, take the following free online training before attending the course:
  • Explore Microsoft cloud concepts.
  • Create machine learning models.
  • Administer containers in AzureIf you are completely new to data science and machine learning, please complete Microsoft Azure AI Fundamentals first.

Course Content

  • Introduction to the Azure Machine Learning SDK
  • Use Automated Machine Learning in Azure Machine Learning
  • Create a classification model with Azure Machine Learning designer
  • Train a machine learning model with Azure Machine Learning
  • Work with Data in Azure Machine Learning
  • Work with Compute in Azure Machine Learning
  • Orchestrate machine learning with pipelines
  • Deploy real-time machine learning services with Azure Machine Learning
  • Deploy batch inference pipelines with Azure Machine Learning
  • Tune hyperparameters with Azure Machine Learning
  • Automate machine learning model selection with Azure Machine Learning
  • Explore differential privacy
  • Explain machine learning models with Azure Machine Learning
  • Detect and mitigate unfairness in models with Azure Machine Learning
  • Monitor data drift with Azure Machine Learning
  • Monitor models with Azure Machine Learning

Prices & Delivery methods

Online training

Duration
3 days

Price (excl. tax)
  • 1.890,– €
Classroom training

Duration
3 days

Price (excl. tax)
  • Sverige: 1.890,– €

Schedule

English

Time zone: Central European Time (CET)   ±1 hour

Online training This is a FLEX course. Time zone: Eastern European Summer Time (EEST)
Online training Time zone: British Summer Time (BST) Course language: English
Online training Time zone: British Summer Time (BST) Course language: English
Online training View the exact training days Time zone: Central European Summer Time (CEST) Course language: English guaranteed!
Online training Time zone: British Summer Time (BST) Course language: English
Online training Time zone: British Summer Time (BST) Course language: English
Online training This is a FLEX course. Time zone: Eastern European Summer Time (EEST)
Online training Time zone: British Summer Time (BST) Course language: English
Online training This is a FLEX course. Time zone: Central European Time (CET)
Online training 5 days Time zone: Greenwich Mean Time (GMT) Course language: English

2 hours difference

Online training This is a FLEX course. Time zone: Gulf Standard Time (GST)
Online training This is a FLEX course. Time zone: Gulf Standard Time (GST)
Online training This is a FLEX course. Time zone: Gulf Standard Time (GST)

3 hours difference

Online training This is a FLEX course. Time zone: Gulf Standard Time (GST)
Online training This is a FLEX course. Time zone: Gulf Standard Time (GST)

6 hours difference

Online training Time zone: Eastern Standard Time (EST) Course language: English
Online training 5 days Time zone: Central Daylight Time (CDT) Course language: English
Online training 5 days Time zone: Central Daylight Time (CDT) Course language: English
Online training View the exact training days Time zone: Central Daylight Time (CDT) Course language: English
Online training View the exact training days Time zone: Central Daylight Time (CDT) Course language: English
Online training Time zone: Eastern Daylight Time (EDT) Course language: English guaranteed!
Online training Time zone: Eastern Daylight Time (EDT) Course language: English guaranteed!
Online training 5 days Time zone: Central Daylight Time (CDT) Course language: English
+ show all dates

7 hours difference

Online training Time zone: Central Standard Time (CST) Course language: English
Online training Time zone: Eastern Standard Time (EST) Course language: English
Online training 5 days Time zone: Central Daylight Time (CDT) Course language: English
Online training 5 days Time zone: Central Daylight Time (CDT) Course language: English
Online training View the exact training days Time zone: Central Daylight Time (CDT) Course language: English
Online training View the exact training days Time zone: Central Daylight Time (CDT) Course language: English

8 hours difference

Online training Time zone: Central Standard Time (CST) Course language: English

9 hours difference

Online training Time zone: Pacific Daylight Time (PDT) Course language: English guaranteed!
Online training Time zone: Pacific Daylight Time (PDT) Course language: English guaranteed!
Guaranteed date:   We will carry out all guaranteed training regardless of the number of attendees, exempt from force majeure or other unexpected events, like e.g. accidents or illness of the trainer, which prevent the course from being conducted.
Instructor-led Online Training:   This is an Instructor-Led Online course
This is a FLEX course, which is delivered both virtually and in the classroom.

Europe

Bulgaria

Sofia This is an English language FLEX course. Time zone: Eastern European Summer Time (EEST) Course language: English

Greece

Athens This is an English language FLEX course. Time zone: Eastern European Summer Time (EEST) Course language: English

Slovakia

Bratislava This is an English language FLEX course. Time zone: Central European Time (CET) Course language: English
This is a FLEX course, which is delivered both virtually and in the classroom.