In this course students will gain the necessary knowledge about how to use Azure services to develop, train, and deploy, machine learning solutions. The course starts with an overview of Azure services that support data science. From there, it focuses on using Azure's premier data science service, Azure Machine Learning service, to automate the data science pipeline. This course is focused on Azure and does not teach the student how to do data science. It is assumed students already know that.
What You Will Learn
Module 1: Define and prepare the development environment
In this module you will learn how to select development environment, set up development environment and quantify the business problem.
Module 2: Prepare data for modeling
In this module you will learn how to transform data into usable datasets, perform Exploratory Data Analysis (EDA), cleanse and transform data.
Module 3: Perform feature engineering
In this module you will learn how to perform feature extraction and perform feature selection.
Module 4: Develop models
In this module you will learn how to select an algorithmic approach, split datasets, identify data imbalances, train the model and evaluate model performance.;