Course Detail

Data Analytics Using 'R'

Data Analytics Using 'R' - tvashtaa data solution


Course Detail


Course Description

Analytics


  • Introduction to Analytics
  • Market & Use cases
  • Analytics Tools

Data Processing


  • Introduction to Data & Data Types
  • Analytics Methodology
  • Case Study

Statistical Tools I


  • Role of Statistics & Mathematics
  • Descriptive Statistics
  • Concepts of Sample, Population, Probability
  • Probability Distributions

Statistical Tools II


  • Data Visualization
  • Correlation Analysis
  • Regression Analysis

Introduction to 'R'


  • What is "R"& importance of R
  • R installation, Basic Function in R
  • Loading Data File, Saving
  • Descriptive statistics using R

Data Treatment


  • Data Visualization
  • Data Cleaning
  • Data Transformation
 

Exploratory Data Analysis


  • Correlation & Regression Analysis
  • Multicollinearity
  • Introduction to Factory Analysis
  • Principal Component Analysis

Cluster Analysis


  • Supervised & unsupervised Techniques
  • Hierarchical Clustering
  • K-Means Clustering
  • Case study uisng R

Association rules


  • Introduction
  • Apriori algorithm
  • Case study using R

Predictive Modeling


  • Linear Regresion
  • Logistic Regression
  • Case study using R

Classification Modeling


  • Introduction to Classification
  • Decision Trees
  • Decision Tree Modeling
  • Case study using R

Assessment


  • Modeling Development using "R"

Institute Overview

Hyderabad, Telangana, India

ABOUT US At the outset, Tvashtaa Data Solutions was formed with an objective to emerge as the leading IT Training Provider and create an international presence at a global platform. There is an enormous need and potential to create the right eco... Read More

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