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Analyzing Big Data with Microsoft R [20773]

Lær, hvordan du bruger Microsoft R Server til at oprette og køre analyser på store dataset, og hvordan du kan anvende det i Big Data miljøer som fx Hadoop, Spark Cluster eller SQL Server Database.

Forudsætninger

In addition to their professional experience, students who 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

Deltagerprofil

The primary audience for this course is people who wish to analyze large datasets within a big data environment.
The secondary audience are developers who need to integrate R analyses into their solutions.

Indhold

Module 1: Microsoft R Server and R Client

  • What is Microsoft R server
  • Using Microsoft R client
  • The ScaleR functions

Module 2: Exploring Big Data

  • Understanding ScaleR data sources
  • Reading data into an XDF object
  • Summarizing data in an XDF object

Module 3: Visualizing Big Data

  • Visualizing In-memory data
  • Visualizing big data

Module 4: Processing Big Data

  • Transforming Big Data
  • Managing datasets

Module 5: Parallelizing Analysis Operations

  • Using the RxLocalParallel compute context with rxExec
  • Using the revoPemaR package

Module 6: Creating and Evaluating Regression Models

  • Clustering Big Data
  • Generating regression models and making predictions

Module 7: Creating and Evaluating Partitioning Models

  • Creating partitioning models based on decision trees.
  • Test partitioning models by making and comparing predictions

Module 8: Processing Big Data in SQL Server and Hadoop

  • Using R in SQL Server
  • Using Hadoop Map/Reduce
  • Using Hadoop Spark

Microsoft Software Assurance Vouchere

Kurset kan betales med 3 SA vouchere.

Certificering

Kurset leder hen mod certificeringen 70-773 Analyzing Big Data with Microsoft R. Eksamen bestilles og betales særskilt.

Eksamen 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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