Overview
Prerequisites
In addition to their professional experience, participants who wish to attend this course should have:
- Programming experience using R, and familiarity with common R packages
- Knowledge of common statistical methods and data analysis best practices.
- Basic knowledge of the Microsoft Windows operating system and its core functionality.
- Working knowledge of relational databases.
Who Should Attend?
This course is recommended for people who wish to analyze and present data by using Azure Machine Learning. This course is also recommended for IT professionals, developers and information workers who need to support solutions based on Azure Machine Learning.
Course Outline
- What is machine learning?
- Introduction to machine learning algorithms
- Introduction to machine learning languages
Lab: Introduction to machine Learning
- Azure machine learning overview
- Introduction to Azure machine learning studio
- Developing and hosting Azure machine learning applications
Lab: Introduction to Azure machine learning
- Categorizing your data
- Importing data to Azure machine learning
- Exploring and transforming data in Azure machine learning
Lab: Managing Datasets
- Data pre-processing
- Handling incomplete datasets
Lab: Preparing data for use with Azure machine learning
- Using feature engineering
- Using feature selection
Lab: Using feature engineering and selection
- Azure machine learning workflows
- Scoring and evaluating models
- Using regression algorithms
- Using neural networks
Lab: Building Azure machine learning models
- Using classification algorithms
- Clustering techniques
- Selecting algorithms
Lab: Using classification and clustering with Azure machine learning models
- Using R
- Using Python
- Incorporating R and Python into Machine Learning experiments
Lab: Using R and Python with Azure machine learning
- Using hyper-parameters
- Using multiple algorithms and models
- Scoring and evaluating Models
Lab: Initializing and optimizing machine learning models
- Deploying and publishing models
- Consuming Experiments
Lab: Using Azure machine learning models
- Cognitive services overview
- Processing language
- Processing images and video
- Recommending products
Lab: Using Cognitive Services
- Introduction to HDInsight
- HDInsight cluster types
- HDInsight and machine learning models
Lab: Machine Learning with HDInsight
- R and R server overview
- Using R server with machine learning
- Using R with SQL Server
Lab: Using R services with machine learning