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Module 1: Introduction to Machine Learning

This module introduces machine learning and discussed how algorithms and languages are used.

Lessons

  • What is machine learning?
  • Introduction to machine learning algorithms
  • Introduction to machine learning languages

Lab : Introduction to machine Learning

  • Sign up for Azure machine learning studio account
  • Run a simple experiment from gallery
  • Evaluate an experiment

After completing this module, students will be able to:

  • Describe machine learning
  • Describe machine learning algorithms
  • Describe machine learning languages

Module 2: Introduction to Azure Machine Learning

Describe the purpose of Azure Machine Learning, and list the main features of Azure Machine Learning Studio.

Lessons

  • Azure machine learning overview
  • Introduction to Azure machine learning studio
  • Developing and hosting Azure machine learning applications

Lab : Introduction to Azure machine learning

  • Explore the Azure machine learning studio workspace
  • Clone and run a simple experiment
  • Clone an experiment, make some simple changes, and run the experiment

After completing this module, students will be able to:

  • Describe Azure machine learning. 
  • Use the Azure machine learning studio. 
  • Describe the Azure machine learning platforms and environments

Module 3: Managing Datasets

At the end of this module the student will be able to upload and explore various types of data in Azure machine learning.

Lessons

  • Categorizing your data
  • Importing data to Azure machine learning
  • Exploring and transforming data in Azure machine learning

Lab : Visualizing Data

  • Prepare Azure SQL database
  • Import data
  • Visualize data
  • Summarize data

After completing this module, students will be able to:

  • Understand the types of data they have
  • Upload data from a number of different sources
  • Explore the data that has been uploaded

Module 4: Preparing Data for use with Azure Machine Learning

This module provides techniques to prepare datasets for use with Azure machine learning.

Lessons

  • Data pre-processing
  • Handling incomplete datasets

Lab : Preparing data for use with Azure machine learning

  • Explore some data using Power BI
  • Clean the data

After completing this module, students will be able to:

  • Pre-process data to clean and normalize it
  • Handle incomplete datasets

Module 5: Using Feature Engineering and Selection

This module describes how to explore and use feature engineering and selection techniques on datasets that are to be used with Azure machine learning.

Lessons

  • Using feature engineering
  • Using feature selection

Lab : Using feature engineering and selection

  • Merge datasets
  • Use PCA to reduce dimensions
  • Select some variables and edit metadata

After completing this module, students will be able to:

  • Use feature engineering to manipulate data
  • Use feature selection

Module 6: Building Azure Machine Learning Models

This module describes how to use regression algorithms and neural networks with Azure machine learning.

Lessons

  • Azure machine learning workflows
  • Scoring and evaluating models
  • Using regression algorithms
  • Using neural networks

Lab : Building Azure machine learning models

  • Using Azure machine learning studio modules for regression
  • Evaluate machine learning models
  • Add further regression models
  • Create and run a neural-network based application

After completing this module, students will be able to:

  • Describe machine learning workflows.
  • Explain scoring and evaluating models
  • Describe regression algorithms
  • Use a neural-network

Module 7: Using Classification and Clustering with Azure machine learning models

This module describes how to use classification and clustering algorithms with Azure machine learning.

Lessons

  • Using classification algorithms
  • Clustering techniques
  • Selecting algorithms

Lab : Using classification and clustering with Azure machine learning models

  • Using Azure machine learning studio modules for classification.
  • Add k-means section to an experiment
  • Add PCA for anomaly detection.
  • Evaluate the models

After completing this module, students will be able to:

  • Use classification algorithms
  • Describe clustering techniques
  • Select appropriate algorithms

Module 8: Using R and Python with Azure Machine Learning

This module describes how to use R and Python with azure machine learning and choose when to use a particular language.

Lessons

  • Using R
  • Using Python
  • Using Jupyter notebooks
  • Supporting R and Python

Lab : Using R and Python with Azure machine learning

  • Adding R and Python scripts
  • Using Python with Visual Studio IDE
  • Add a Jupyter notebook
  • Run Jupyter notebook
  • Import packages for R/Python
  • Data visualization using R/Python
  • R programming to work on a time series

After completing this module, students will be able to:

  • Explain the key features and benefits of R
  • Explain the key features and benefits of Python
  • Use Jupyter notebooks
  • Support R and Python

Module 9: Initializing and Optimizing Machine Learning Models

This module describes how to use hyper-parameters and multiple algorithms and models, and be able to score and evaluate models.

Lessons

  • Using hyper-parameters
  • Using multiple algorithms and models
  • Scoring and evaluating ensembles

Lab : Initializing and optimizing machine learning models

  • Using hyper-parameters
  • Build an ensemble using stacking
  • Evaluate the ensemble

After completing this module, students will be able to:

  • Use hyper-parameters
  • Use multiple algorithms and models to create ensembles
  • Score and evaluate ensembles

Module 10: Using Azure Machine Learning Models

This module explores how to provide end users with Azure machine learning services, and how to share data generated from Azure machine learning models.

Lessons

  • Deploying and publishing models
  • Exporting data

Lab : Using Azure machine learning models

  • Deploy machine learning models
  • Consume a published model
  • Export data
  • Use exported data in machine learning model

After completing this module, students will be able to:

  • Deploy and publish models
  • Export data to a variety of targets

Module 11: Using Cognitive Services

This module introduces the cognitive services APIs for text and image processing to create a recommendation application, and describes the use of neural networks with Azure machine learning.

Lessons

  • Cognitive services overview
  • Processing text
  • Processing images
  • Creating recommendations

Lab : Using Cognitive Services

  • Create and run a text processing application
  • Create and run an image processing application
  • Create and run a recommendation application

After completing this module, students will be able to:

  • Describe cognitive services
  • Process text through an application
  • Process images through an application
  • Create a recommendation application

Module 12: Using Machine Learning with HDInsight

This module describes how use HDInsight with Azure machine learning.

Lessons

  • Introduction to HDInsight
  • HDInsight cluster types
  • HDInsight and machine learning models

Lab : Machine Learning with HDInsight

  • Deploy an HDInsight cluster
  • Use the HDInsight cluster
  • Display data in Power BI

After completing this module, students will be able to:

  • Describe the features and benefits of HDInsight
  • Describe the different HDInsight cluster types
  • Use HDInsight with machine learning models

Module 13: Using R Services with Machine Learning

This module describes how to use R and R server with Azure machine learning, and explain how to deploy and configure SQL Server and support R services.

Lessons

  • R and R server overview
  • Using R server with machine learning
  • Using R with SQL Server

Lab : Using R services with machine learning

  • Deploy DSVM
  • Explore the data science VM
  • Configure R server
  • Run a sample R server application
  • Deploy a SQL server 2016 Azure VM
  • Configure SQL Server to allow execution of R scripts
  • Execute R scripts inside T-SQL statements
  • Use R to visualize data

After completing this module, students will be able to:

  • Implement interactive queries
  • Perform exploratory data analysis
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Virtual Live1/29/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405158
MD Rockville1/29/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402154
NJ Princeton1/29/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448461
VA Herndon3/12/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402156
Virtual Live3/12/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405161
NJ Princeton3/12/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448490
Virtual Live4/16/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405165
MD Rockville4/16/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402158
ON Toronto4/16/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448520
NY New York5/14/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402160
Virtual Live5/14/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405169
ON Ottawa5/14/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448553
Virtual Live6/4/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405172
VA Herndon6/4/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402162
VA Manassas6/4/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448583
Virtual Live7/16/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405159
MD Rockville7/16/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402153
ON Toronto7/16/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448604
Virtual Live8/13/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405162
NY New York8/13/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402155
ON Ottawa8/13/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448483
Virtual Live9/10/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405166
VA Herndon9/10/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402157
MD Columbia9/10/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448519
Virtual Live10/15/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405170
MD Rockville10/15/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402159
VA Reston10/15/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448537
NY New York11/5/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402161
Virtual Live11/5/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405173
ON Toronto11/5/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448562
Virtual Live12/10/2018 9:00:00 AM<span class="course-type type-v" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'VILT')" onmouseout="clearHoverInfo()">V</span>5 days3190.002405176
VA Herndon12/10/2018 9:00:00 AM<span class="course-type type-c" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'ILT')" onmouseout="clearHoverInfo()">C</span>5 days3190.002402163
NY New York12/10/2018 9:00:00 AM<span class="course-type type-cv" style="cursor:default;word-wrap:normal;display:inline-block;" onmouseover="showHoverInfo(this, 'ProductTypeDescription' ,'HVILT')" onmouseout="clearHoverInfo()">Cv</span>5 days3190.002448584
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