Mastering Data Analysis with R

Training

Online

up to £ 100

Description

  • Type

    Training

  • Methodology

    Online

  • Class hours

    4h

  • Start date

    Different dates available

"With its popularity as a statistical programming language rapidly increasing with each passing day, R is increasingly becoming the referred tool of choice for data analysts and data scientists who want to make sense of large amounts of data as quickly as possible. R has a rich set of libraries that can be used for basic as well as advanced data analysis tasks. If you have a basic understanding of data analysis concepts and want to take your skills to the next level, this video is for you. Spanning over four hours, it contains carefully selected advanced data analysis concepts such as: cluster analysis; time-series analysis; Association mining; PCA (Principal Component Analysis); handling missing data; sentiment analysis; spatial data analysis with R and QGIS; advanced data visualization with R and ggplot2.Throughout the video, readers will use the various topics they've learned about to analyze real-world datasets from various industry sectors. By the end of the tutorial, readers will have a thorough understanding of advanced data analysis concepts and how to implement them in R.About the Author :Dr. Bharatendra Rai is Professor of Business Statistics and Operations Management in the Charlton College of Business at UMass Dartmouth. He received his Ph.D. in Industrial Engineering from Wayne State University, Detroit. His two master's degrees include specializations in quality, reliability, and OR from Indian Statistical Institute and another in statistics from Meerut University, India. He teaches courses on topics such as Analyzing Big Data, Business Analytics and Data Mining, Twitter and Text Analytics, Applied Decision Techniques, Operations Management, and Data Science for Business. Dr. Rai has won awards for Excellence and exemplary teamwork at Ford for his contributions in the area of applied statistics. He also received an Employee Recognition Award by FAIA for his Ph.D. dissertation in support of Ford Motor Company."

Facilities

Location

Start date

Online

Start date

Different dates availableEnrolment now open

About this course

"Delve into data visualization and regression-based methods with R/RStudio.Conduct independent data analyses.Tackle multiple linear regression with RLearn the essentials of ROC curvesExplore multinomial logistic regression with categorical response variables at three levelsMaster prediction and model assessment."

If you are a data scientist or a data analyst and want to perform advanced data analysis tasks using the popular and open source R language, this tutorial will be perfect for you. A basic understanding of core data analysis concepts will be useful.

"This course has the following software requirements: •Lateset version of R software •Latest version of RStudioThis course has been tested on the following system configuration: •OS: macOS Sierra or higher or Windows 7 or higher •Processor: Dual Core 3.0 Ghz •Memory: 4GB •Hard Disk Space: 100MB"

"-100% online -Access to the course for life -30 days warranty money back -Available from desktop or mobile app -Can begin and finish the course any time -Can repeat the course any times"

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Reviews

This centre's achievements

2020

All courses are up to date

The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 3 years

Subjects

  • Interpretation
  • Operations Management
  • Data analysis
  • Statistics
  • Engineering
  • spatial
  • Analysis
  • Analysis Tools
  • R
  • Ggplot2
  • R software
  • E studio
  • Data exploration
  • Data Mining
  • GIS
  • QGIS
  • Geographic plots
  • Visualization
  • Interactive visualization
  • Linear Analysis

Course programme

"Data Visualization with R/RStudio
The Course Overview
Getting Started and Data Exploration with R/RStudio
Introduction to Visualization
Interactive Visualization
Geographic Plots
Advanced Visualization
Data Partitioning, Multiple Linear Regression, and Multicollinearity
Getting Introductory Concepts
Data Partitioning with R
Multiple Linear Regression with R
Multicollinearity Issues
Logistic Regression
Logistic Regression with Categorical Response Variables at two Levels
Logistic Regression Model and Interpretation
Misclassification Error and Confusion Matrix
ROC Curves
Prediction and Model Assessment
Multinomial Logistic Regression
Multinomial Logistic Regression with Categorical Response Variables at 3Levels
Multinomial Logistic Regression Model and Its Interpretation
Misclassification Error and Confusion Matrix
Prediction and Model Assessment
Ordinal Logistic Regression
Ordinal Logistic Regression with R
Ordinal Logistic Regression Model and Interpretation
The Misclassification Error and Confusion Matrix
Prediction and Model Assessment"

Mastering Data Analysis with R

up to £ 100