Programming with Big Data in R Training Course

Kurskode

bigdatar

Varighet

21 timer (usually 3 days including breaks)

Oversikt

Big Data er et begrep som refererer til løsninger som er beregnet på lagring og behandling av store datasett. Disse Big Data løsningene ble utviklet av Go ogle i utgangspunktet og har utviklet og inspirert andre lignende prosjekter, hvorav mange er tilgjengelige som open source. R er et populært programmeringsspråk i finansnæringen.

Machine Translated

Kursplan

Introduction to Programming Big Data with R (bpdR)

  • Setting up your environment to use pbdR
  • Scope and tools available in pbdR
  • Packages commonly used with Big Data alongside pbdR

Message Passing Interface (MPI)

  • Using pbdR MPI 5
  • Parallel processing
  • Point-to-point communication
  • Send Matrices
  • Summing Matrices
  • Collective communication
  • Summing Matrices with Reduce
  • Scatter / Gather
  • Other MPI communications

Distributed Matrices

  • Creating a distributed diagonal matrix
  • SVD of a distributed matrix
  • Building a distributed matrix in parallel

Statistics Applications

  • Monte Carlo Integration
  • Reading Datasets
  • Reading on all processes
  • Broadcasting from one process
  • Reading partitioned data
  • Distributed Regression
  • Distributed Bootstrap

Testimonials

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