Hands-on Data Science in R Training in Singapore

  • Learn via: Classroom / Virtual Classroom / Online
  • Duration: 1 Day
  • Price: Please contact for booking options
We can host this training at your preferred location. Contact us!

With the advent of big data, there is an increased focus on data mining and the value that can be derived from large data sets. Data mining is the process of selecting, exploring, and modeling large amounts of data to uncover previously unknown information for business benefit.

R is an open source software environment for statistical computing and graphics and is very popular with data scientists. R is being used for data analysis, extracting and transforming data, fitting models, drawing inferences, making predictions, plotting, and reporting results. Learn how to use R basics, working with data frames, data reshaping, basic statistics, graphing, linear models, non-linear models, clustering, and model diagnostics.

Attendees should have some coding experience, basic statistics.

Anyone interested in learning to use data mining techniques to find insights in data and who has at least some statistical and programming experience.

  • How to configure the RStudio environment and load R packages
  • How to use R basics such as basic math, data types, vectors, and calling functions
  • How to use advanced data structures such as data frames, lists, and matrices
  • How to use R base graphics
  • How to use R basic statistics, correlation, and covariance
  • How to use linear models such as simple linear regression, logistic regression
  • How to use non-linear models such as decision trees and Random Forests
  • How to apply clustering using K-means
  • How to complete model diagnostics

Course Objectives

  • How to configure the RStudio environment and load packages
  • How to use R basics such as basic math, data types, vectors, and calling functions
  • How to use advanced data structures such as data frames, lists, and matrices
  • How to use R base graphic packages
  • How to do exploratory data analysis
  • How to use R to support basic statistics, correlation, and covariance
  • How to use linear models such as linear regression and logistic regression
  • How to use models such as decision trees, Random Forest, and K nearest neighbor
  • How to use clustering models such as K-means

Course Structure

Modules:

  • Introduction to RStudio
  • R Basics
  • Introduction to Data Mining in R
  • Classification and Clustering Models in R
  • Summary

Module 1 Overview

Topics:

  • What is R?
  • What is RStudio?
  • Why use RStudio?
  • Navigating RStudio
  • What are packages?
  • How to install packages
  • Hands-on Exercises

Module 2 Overview

Topics:

  • R Math
  • Data Types
  • Working with Data
  • Loading Data
  • Writing Data
  • Data Structures
  • Hands-on Exercises

Module 3 Overview

Topics:

  • Overview of Data Mining and Data Science
  • Exploratory Data Analysis
  • Base Graphics in R
  • Linear Regression
  • Logistic Regression
  • Hands-on Exercises

Module 4 Overview

Topics:

  • Decision Trees
  • Clustering
  • Model Diagnostics
  • Hands-on Exercises

Module 5 – Summary

  • Skills Review


Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our Singapore facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

Classroom / Virtual Classroom
07 July 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
15 July 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
21 July 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
25 July 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
07 August 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
20 August 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
19 August 2024
Singapore, Woodlands, Marine Parade
1 Day
Classroom / Virtual Classroom
06 September 2024
Singapore, Woodlands, Marine Parade
1 Day
Hands-on Data Science in R Training Course in Singapore

Singapore, which is known officially as the Republic of Singapore, is a sovereign island city-state in maritime Southeast Asia and it consists of Singapore island and 60 islets. The capital city of Singapore is Singapore and the population of the island city-state is approximately 5,709,000. The official languages of Singapore are English, Chinese (Mandarin), Malay and Tamil.

Singapore is a year-round destination, but the best time to visit Singapore is from December to June. Between February to April, Singapore has the least amount of rain and the most sunshine, since it's the dry season. Singapore offers more than just luxury hotels and high-end shopping malls; there are many family-friendly attractions and historic places. Marina Bay Sands, Gardens by the Bay, Botanic Gardens and Singapore Flyer are the most popular tourist attractions.

Take advantage of our diverse IT course offerings, spanning programming, software development, business skills, data science, cybersecurity, cloud computing and virtualization. Our knowledgeable instructors will provide you with practical training and industry insights, delivered directly to your chosen venue in Singapore.
By using this website you agree to let us use cookies. For further information about our use of cookies, check out our Cookie Policy.