AV Software Technologies

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R Programming Syllabus

Duration: 45 Days | Total Hours: 50+ | Fee 5000/-

Module Chapter Topics Hours
Chapter 1: Introduction to R
Module 1 Introduction Introduction to R, Installation, RStudio, Basic Commands 2
Chapter 2: Data Types , Variables and Control Structures
Module 2 Variables, Data Types Data Types, Variables, Type Conversion Vectors, Lists, Matrices, Arrays, Factors 2
Module 3 Operators Operators: Arithmetic, Relational, Logical, Assignment 2
Module 4 Conditional Statements Conditional Statements: if, elif, else 2
Chapter 3:loops
Module 5 Loops for, while,repeat, break, next 3
Module 6 Functions Functions in R, Arguments, Return, Scope 3
Chapter 4: Data Handling
Module 7 Import/Export data Data Frames, Import/Export, Reading CSV, Excel, Text 3
Module 8 Apply() functions SApply, lapply, sapply, tapply, aggregate 2
Chapter 5: Data Visualization
Module 9 Data Visualization Basic Plots: barplot, histogram, boxplot, pie 2
Module 10 ggplot2 ggplot2: Grammar of Graphics, Layers, Themes 2
Chapter 6: Statistical Analysis
Module 12 (Data)Statistical Analysis Descriptive Stats, Mean, Median, SD, Correlation,Hypothesis Testing: t-test, chi-square, ANOVA 4
Chapter 7: Introduction to Machine Learning
Module 13 Machine Learning models Linear Regression, Logistic Regression, 3
Module 14 Machine Learning models Decision Trees, Clustering (k-means) 4
Chapter 7: Final Project
Module 13 Project Project: Data Cleaning, Analysis, Visualization 3
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