Regression, Data Mining, Text Mining, Forecasting using R

MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 32 Hours | Lec: 169 | 4.12 GB

Genre: eLearning | Language: English

Learn Regression Techniques, Data Mining, Forecasting, Text Mining using R

Data Science using R is designed to cover majority of the capabilities of R from Analytics & Data Science perspective, which includes the following:

Learn about the basic statistics, including measures of central tendency, dispersion, skewness, kurtosis, graphical representation, probability, probability distribution, etc.

Learn about scatter diagram, correlation coefficient, confidence interval, Z distribution & t distribution, which are all required for Linear Regression understanding

Learn about the usage of R for building Regression models

Learn about the K-Means clustering algorithm & how to use R to accomplish the same

Learn about the science behind text mining, word cloud, sentiment analysis & accomplish the same using R

Learn about Forecasting models including AR, MA, ES, ARMA, ARIMA, etc., and how to accomplish the same using R

Learn about Logistic Regression & how to accomplish the same using R