By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    data Analytics instagram stories
    Data Analytics Helps Marketers Make the Most of Instagram Stories
    15 Min Read
    analyst,women,looking,at,kpi,data,on,computer,screen
    What to Know Before Recruiting an Analyst to Handle Company Data
    6 Min Read
    AI analytics
    AI-Based Analytics Are Changing the Future of Credit Cards
    6 Min Read
    data overload showing data analytics
    How Does Next-Gen SIEM Prevent Data Overload For Security Analysts?
    8 Min Read
    hire a marketing agency with a background in data analytics
    5 Reasons to Hire a Marketing Agency that Knows Data Analytics
    7 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-23 SmartData Collective. All Rights Reserved.
Reading: Cheat Sheet for Prediction and Classification Models in R
Share
Notification Show More
Aa
SmartData CollectiveSmartData Collective
Aa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > R Programming Language > Cheat Sheet for Prediction and Classification Models in R
R Programming Language

Cheat Sheet for Prediction and Classification Models in R

DavidMSmith
Last updated: 2012/08/10 at 7:01 PM
DavidMSmith
2 Min Read
SHARE

Ricky Ho has created a reference a 6-page PDF reference card on Big Data Machine Learning, with examples implemented in the R language. (A free registration to DZone Refcardz is required to download the PDF.) The examples cover:

Ricky Ho has created a reference a 6-page PDF reference card on Big Data Machine Learning, with examples implemented in the R language. (A free registration to DZone Refcardz is required to download the PDF.) The examples cover:

  • Predictive modeling overview (how to set up test and training sets in R)
  • Linear regression (using lm)
  • Logistic regression (using glm)
  • Regression with regularization (using the glmnet package)
  • Neural networks (using nnet)
  • Support vector machines (using tune.svm from the e1071 package)
  • Naïve Bayes models (using naiveBayes from the e1071 package)
  • K-nearest-neighbors classification (using the knn function from the class package)
  • Decision trees (using rpart)
  • Ensembles of trees (using the randomForest package)
  • Gradient boosting (using the gbm package)

Neural network
The examples use the traditional built-in R data sets (such as the iris data, used to create the neural network above), so there’s unfortunately not much of a “big data” aspect to the reference card. But if you’re just getting started with prediction and classification models in R, this cheat sheet is a useful guide.

DZone Refcardz:  Big Data Machine Learning Patterns for Predictive Analytics

More Read

programming languages for corporate database

Choosing the Right Programming Language for A Corporate Database

5 Free Programming and Machine Learning Books for Data Scientists
Is R the Next Generation Programming Language for Big Data?
Apache Drill vs. Apache Spark: What’s The Right Tool for the Job?
What Angry Birds Can Teach Us About Analytics

DavidMSmith August 10, 2012
Share This Article
Facebook Twitter Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

ai low code frameworks
AI Can Help Accelerate Development with Low-Code Frameworks
Artificial Intelligence
data Analytics instagram stories
Data Analytics Helps Marketers Make the Most of Instagram Stories
Analytics
data breaches
How Hospital Security Breaches Devastate Local Communities
Policy and Governance
analyst,women,looking,at,kpi,data,on,computer,screen
What to Know Before Recruiting an Analyst to Handle Company Data
Analytics

Stay Connected

1.2k Followers Like
33.7k Followers Follow
222 Followers Pin

You Might also Like

programming languages for corporate database
ExclusiveProgrammingR Programming Language

Choosing the Right Programming Language for A Corporate Database

6 Min Read
free python machine learning ebooks
Big DataBusiness IntelligenceData ScienceR Programming Language

5 Free Programming and Machine Learning Books for Data Scientists

8 Min Read
Next Generation Programming Language for Big Data
Big DataComputingExclusiveITR Programming Language

Is R the Next Generation Programming Language for Big Data?

8 Min Read
Image
Big DataData MiningHadoopR Programming LanguageSQLUnstructured Data

Apache Drill vs. Apache Spark: What’s The Right Tool for the Job?

5 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

ai is improving the safety of cars
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
Artificial Intelligence
ai in ecommerce
Artificial Intelligence for eCommerce: A Closer Look
Artificial Intelligence

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
Go to mobile version
Welcome Back!

Sign in to your account

Lost your password?