Data Analytics using "R" Training - Tvashtaa Data Solutions

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Data Analytics Using 'R'


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"

  • Contact

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