Designing and Implementing a Data Science Solution on Azure

Session Detail:    Classroom, Virtual 3 Day

Data Scientist is the central role in developing machine learning models. This role is responsible for solving the business problem that initiated the project. While the Data Engineer will prepare the data to be used for the models, the Data Scientist determines what data is needed for model training, creates model features from the data, determines what machine learning model to use, trains and evaluates the model, and often has involvement in model deployment. Often the data scientist needs to evaluate multiple models to determine which performs the best.

Prerequisites

Before attending this course, students must have:

  • Azure Fundamentals
  • Understanding of data science including how to prepare data, train models, and evaluate competing models to select the best one.
  • How to program in the Python programming language and use the Python libraries: pandas, scikit-learn, matplotlib, and seaborn.

Who Can Benefit

This course is aimed at data scientists and those with significant responsibilities in training and deploying machine learning models.

Session Outline

Class Outline

Module 1: Doing Data Science on Azure

  • Lesson 1: Introduce the Data Science Process
  • Lesson 2: Overview of Azure Data Science Options
  • Lesson 3: Introduce Azure Notebooks

Module 2: Doing Data Science with Azure Machine Learning service

  • Lesson 1: Introduce Azure Machine Learning (AML) service
  • Lesson 2: Register and deploy ML models with AML service

Module 3: Automate Machine Learning with Azure Machine Learning service

  • Lesson 1: Automate Machine Learning Model Selection
  • Lesson 2: Automate Hyperparameter Tuning with HyperDrive

Module 4: Manage and Monitor Machine Learning Models with the Azure Machine Learning service

  • Lesson 1: Manage and Monitor Machine Learning Models

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Designing and Implementing a Data Science Solution on Azure

3 Day
Classroom, Virtual

$2,095.00

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