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Perform Cloud Data Science Azure Machine Learning

Perform Cloud Data Science with Azure Machine Learning [20774]

Lær, hvordan du laver avancerede analyser og præsentationer af data med Azure Machine Learning. Du får en introduktion til Azure Machine Learning og lærer anvende det med Big Data værktøjerne HDInsight and R Services.

Forudsætninger

  • 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

Deltagerprofil

  • The primary audience for this course is people who wish to analyze and present data by using Azure Machine Learning.
  • The secondary audience is IT professionals, Developers , and information workers who need to support solutions based on Azure machine learning.

Indhold

Modul1 Introduction to Machine Learning
  • What is machine learning?
  • Introduction to machine learning algorithms
  • Introduction to machine learning languages
Modul 2 Introduction to Azure Machine Learning
  • Azure machine learning overview
  • Introduction to Azure machine learning studio
  • Developing and hosting Azure machine learning applications
Modul 3 Managing Datasets
  • Categorizing your data
  • Importing data to Azure machine learning
  • Exploring and transforming data in Azure machine learning
Modul 4 Preparing Data for use with Azure Machine Learning
  • Data pre-processing
  • Handling incomplete datasets
Modul 5 Building Azure Machine Learning Models
  • Azure machine learning workflows
  • Scoring and evaluating models
  • Using regression algorithms
  • Using neural networks
Modul 6 Using Classification and Clustering with Azure machine learning models
  • Using classification algorithms
  • Clustering techniques
  • Selecting algorithms
Modul 7 Using R and Python with Azure Machine Learning
  • Using R
  • Using Python
  • Incorporating R and Python into Machine Learning experiments
Modul 8 Initializing and Optimizing Machine Learning Models
  • Using hyper-parameters
  • Using multiple algorithms and models
  • Scoring and evaluating Models
Modul 9 Using Azure Machine Learning Models
  • Deploying and publishing models
  • Consuming Experiments
Modul 10 Using Cognitive Services
  • Cognitive services overview
  • Processing language
  • Processing images and video
  • Recommending products
Modul 11 Using Machine Learning with HDInsight
  • Introduction to HDInsight
  • HDInsight cluster types
  • HDInsight and machine learning models
Modul 12 Using R Services with Machine Learning
  • R and R server overview
  • Using R server with machine learning
  • Using R with SQL Server

Microsoft Software Assurance Vouchere

Kurset kan betales med 5 SA vouchere.

Certificering

Kurset leder hen mod eksamen 70-774 Perform Cloud Data Data Science with Azure Machine Learning. Eksamen bestilles og betales særskilt.

Eksamen 70-774 Perform Cloud Data Data Science with Azure Machine Learning er en del af certificeringen MCSA Machine Learning.

Læs mere om IT-certificering.

Underviser

Undervisningen varetages af en erfaren underviser fra Teknologisk Instituts netværk bestående af branchens dygtigste undervisere.

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