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BASE SAS
Introduction To SAS System & Architecture
Features
Variables & SAS Syntax Rules
SAS Data Sets
Data Set Options
If – Then Else Statement
Where Statement
Creating & Redefining Variables
Reading Raw Data
Infile Statement With Options
Multiple Observations and Multiple Datasets.
Input Styles
SAS Functions
Do Loops
Leave and Continue Statements
Output Statement & Put Statement


BASE SAS PROCEDURES
Proc Sort
Proc Print
Proc Means
Proc Freq
Proc Plot
Proc Chart
Proc Compare
Proc Copy
Proc Summary
Proc Append
Proc Datasets
Proc Contents
Proc Delete
Proc Format
Proc Printto


SAS/REPORTS
Frequency Report
One-Way Frequency Report
Cross Tabular Frequency Report
Summary Statistics
Tabulate Procedure


SAS/ODS
Creating Rtf File
Creating Html File
Creating Pdf File
Creating Xml File


SAS/GRAPH
Gchart Procedure
Vertical, Horizontal, Pie
Donut
Group,Subgroups
Gplot Procedure
Mutliple Plots & Overlay
Symbol Statement
Title and Footnote Statements
Goptions


SAS/MACROS
Macro Concepts
Macros And Macro Variables
Creating Macro Variables
Using Macro Variables
Creating Modular Code With Macros
Invoking A Macro
Adding Parameters To Macros
Macros With Conditional Logic
Using Various Procedures In Macros
Automatic Variables
Macro Functions
Including External Macros


SAS/STAT
Proc Univariate
Proc Corr
Proc Reg
Proc Anova


PYTHON
Introduction to Python
Features of Python
Writing Our First Python Program
Executing a Python Program
Getting Help in Python
Reopening the Python Program in IDE
Datatypes in Python
Output statements
Various formats of The print()
Input Statements
Command Line Arguments
If Statement
If … else Statement
If … elif … else Statement
While Loop
For Loop
Infinite Loops
Nested Loops
Else Suite
Arrays in Python
Strings and Characters
Functions
Lists and Tuples
Dictionaries
Oops Concepts
Classes and Objects
Encapsulation
Abstraction
Inheritance
Polymorphism
Files in Python
Python’s Database Connectivity


Getting Started R
R Basics
Variables and Class
Vectors, List, Factors, Matrix
Data Frames
Missing Values
Data Reading and Writing data
Data Visualization using GGPLOT
If-Else Conditions
Function
Loops
Data manipulation


Machine Learning
Introduction to Machine Learning
Types Of Machine Learning
Real time use cases in Machine Learning
Types of Algorithms Types of Problems –
Regression
Classification
Clustering


Regression
Linear Regression
Logistic Regression


Classification
Logistic Regression
Decision Tree,Random Forest
KNN,SVM

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