This course is designed to teach how to develop, train, and deploy machine learning solutions using Microsoft Azure services. It is intended for data scientists and professionals responsible for the training and deployment of machine learning models.
Participants will explore available Azure tools for data science, gain hands-on experience with Azure Machine Learning service (AML), and learn how to automate machine learning pipelines, including model selection and hyperparameter tuning. The course also covers how to manage and monitor ML models in a production environment.
Objectives
This training course provides participants with the knowledge they need to use Azure services to develop, train and deploy machine learning solutions.
Is it for you ?
This course is designed for data scientists and others with significant responsibility for training and deploying machine learning models.
Prerequisite
Before taking this course, participants must have knowledge and skills on :
• Azure fundamentals
• Understanding of data science, including how to prepare data, train models and evaluate competing models to select the best one.
• Python programming and the use of Python libraries: pandas, scikit-learn, matplotlib and seaborn
Your benefits
Content
Doing Data Science on Azure
- Overview of Azure Data Science options
- Overview of Azure Notebooks
Doing Data Science with Azure Machine Learning Service
- Overview of the Azure Machine Learning (AML) service
- Registering and deploying ML models with the AML service
Automate machine learning with Azure Machine Learning Service
- Automate machine learning model selection
- Automate hyperparameter settings with HyperDrive
Manage and monitor machine learning models with Azure Machine Learning Service
- Manage and monitor machine learning models.
💡 Useful information
Our training sessions are offered in Montreal or Quebec City, in person or in virtual format. Dates and locations are provided when you select your session below. If you have any questions regarding registration, schedules, the language of instruction, or cancellation policies, please consult our FAQ .
Trainers
Private or personalized training
Do you have several employees interested in the same training course? Whether in person at your offices or remotely in virtual mode, we offer private training courses tailored to your team's needs. Group rates are available. Contact us for more details or request a quote online.
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