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"
