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Ensemble Methods with Revolution R Enterprise(TRA117)

Revolution Analytics, Inc.

Thursday, August 14, 2014 from 9:00 AM to 5:00 PM (PDT)

Ensemble Methods with Revolution R Enterprise(TRA117)

Ticket Information

Ticket Type Sales End Price Fee Quantity
General Admission Ended $599.00 $9.95

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Event Details

 

Overview

Ensemble methods train a multitude of predictive models and then combine the results to achieve high performance and stability. Ensemble methods require little tuning. They operate on a wide variety of input types – real numbers, integers and factor variables. They can be used on a wide variety of problems – regression, binary classification, multiclass classification and rankings.

Audience

Practicing Data Miners with R Knowledge

Prerequisites

Knowledge of Predictive Modeling using R

System Requirements

Revolution R Enterprise in a Cloud environment

Duration

Three days

Introduction, Binary Decision Trees and Machine Learning Best Practices

In this session, we’ll cover

  • Basic Principles of Ensemble Methods
  • Introduction to Binary Decision Trees
    • Training trees
    • Overfitting
    • Parameters for controlling fit
    • Implementing Trees in Revolution R Enterprise
    • Visualizing trees with Revolution R Enterprise
    • Best Practices in Machine Learning
      • Procedures for Measuring and Controlling Overfit

Ensemble Methods – Gradient Boosting

In this session, we will cover

  • Understand principles of Gradient Boosting
  • Implementing Gradient Boosting in R
  • Application to different problem types
  • Parameters for controlling training
  • Interpreting results

Ensemble Models with Revolution R Enterprise Decision Forests

In this session we’ll cover the following topics

  • Understand principles of Random Decision Forests
  • Implementing Random Decision Forests in Revolution R Enterprise
  • Application to different problem types
  • Parameters for controlling training
Have questions about Ensemble Methods with Revolution R Enterprise(TRA117)? Contact Revolution Analytics, Inc.

When & Where


San Antonio Shopping Center
2570 W El Camino Real
Mountain View, CA 94040

Thursday, August 14, 2014 from 9:00 AM to 5:00 PM (PDT)


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