Data Science and Machine Learning Bootcamp with R

Udemy

Online

₹ 4099

particular

details

                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Course Introduction

Introduction to Course
Course Curriculum
What is Data Science?
Course FAQ

Course Best Practices

How to Get Help in the Course!
Welcome to the Course.
Installation and Set-Up

Windows Installation Setup

Windows Installation Procedure

Mac OS Installation Setup

Mac OS Installation Procedure

Linux Installation

Linux/Unbuntu Installation Procedure

Development Environment Overview

Development Environment Overview
Course Notes
Guide to RStudio

Introduction to R Basics

Introduction to R Basics
Arithmetic in R
Variables
R Basic Data Types
Vector Basics
Vector Operations
Comparison Operators
Vector Indexing and Slicing
Getting Help with R and RStudio
R Basics Training Exercise
R Basics Training Exercise - Solutions Walkthrough

R Matrices

Introduction to R Matrices
Creating a Matrix
Matrix Arithmetic
Matrix Operations
Matrix Selection and Indexing
Factor and Categorical Matrices
Matrix Training Exercise
Matrix Training Exercises - Solutions Walkthrough

R Data Frames

Introduction to R Data Frames
Data Frame Basics
Data Frame Indexing and Selection
Overview of Data Frame Operations - Part 1
Overview of Data Frame Operations - Part 2
Data Frame Training Exercise
Data Frame Training Exercises - Solutions Walkthrough

R Lists

List Basics

Data Input and Output with R

Introduction to Data Input and Output with R
CSV Files with R
Note on R with Excel Download
Excel Files with R
SQL with R
Web Scraping with R

R Programming Basics

Introduction to Programming Basics
Logical Operators
if, else, and else if Statements
Conditional Statements Training Exercise
Conditional Statements Training Exercise - Solutions Walkthrough
While Loops
For Loops
Functions
Functions Training Exercise
Functions Training Exercise - Solutions

Advanced R Programming

Introduction to Advanced R Programming
Built-in R Features
Apply
Math Functions with R
Regular Expressions
Dates and Timestamps

Data Manipulation with R

Data Manipulation Overview
Guide to Using Dplyr
Guide to Using Dplyr - Part 2
Pipe Operator
Quick note on Dpylr exercise
Dplyr Training Exercise
Dplyr Training Exercise - Solutions Walkthrough
Guide to Using Tidyr

Data Visualization with R

Overview of ggplot2
Histograms
Scatterplots
Barplots
Boxplots
2 Variable Plotting
Coordinates and Faceting
Themes
ggplot2 Exercises
ggplot2 Exercise Solutions

Data Visualization Project

Data Visualization Project
Data Visualization Project - Solutions Walkthrough - Part 1
Data Visualization Project Solutions Walkthrough - Part 2

Interactive Visualizations with Plotty

Overview of Plotly and Interactive Visualizations
Resources for Plotly and ggplot2

Capstone Data Project

Introduction to Capstone Project
Capstone Project Solutions Walkthrough

Introduction to Machine Learning with R

ISLR PDF
Introduction to Machine Learning

Machine Learning with R - Linear Regression

Introduction to Linear Regression
Linear Regression with R - Part 1
Linear Regression with R - Part 2
Linear Regression with R - Part 3

Machine Learning Project - Linear Regression

Introduction to Linear Regression Project
ML - Linear Regression Project - Solutions Part 1
ML - Linear Regression Project - Solutions Part 2

Machine Learning with R - Logistic Regression

Introduction to Logistic Regression
Logistic Regression with R - Part 1
Logistic Regression with R - Part 2

Machine Learning Project - Logistic Regression

Introduction to Logistic Regression Project
Logistic Regression Project Solutions - Part 1
Logistic Regression Project Solutions - Part 2
Logistic Regression Project - Solutions Part 3

Machine Learning with R - K Nearest Neighbors

Introduction to K Nearest Neighbors
K Nearest Neighbors with R

Machine Learning Project - K Nearest Neighbors

Introduction K Nearest Neighbors Project
K Nearest Neighbors Project Solutions

Machine Learning with R - Decision Trees and Random Forests

Introduction to Tree Methods
Decision Trees and Random Forests with R

Machine Learning Project - Decision Trees and Random Forests

Introduction to Decision Trees and Random Forests Project
Tree Methods Project Solutions - Part 1
Tree Methods Project Solutions - Part 2

Machine Learning with R - Support Vector Machines

Introduction to Support Vector Machines
Support Vector Machines with R

Machine Learning Project - Support Vector Machines

Introduction to SVM Project
Support Vector Machines Project - Solutions Part 1
Support Vector Machines Project - Solutions Part 2

Machine Learning with R - K-Means Clustering

Introduction to K-Means Clustering
K Means Clustering with R

Machine Learning Project - K-Means Clustering

Introduction to K Means Clustering Project
K Means Clustering Project - Solutions Walkthrough

Machine Learning with R - Natural Language Processing

Introduction to Natural Language Processing
Natural Language Processing with R - Part 1
Natural Language Processing with R - Part 2

Machine Learning with R - Neural Nets

Introduction to Neural Nets
Neural Nets with R

Machine Learning Project - Neural Nets

Introduction to Neural Nets Project
Neural Nets Project - Solutions

Bonus Section

Bonus Lecture

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Data Science and Machine Learning Bootcamp with R

Online

₹ 4099

Quick Facts

Course and certificate fees

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certificate providing authority

The syllabus

Course Introduction

Course Best Practices

Windows Installation Setup

Mac OS Installation Setup

Linux Installation

Development Environment Overview

Introduction to R Basics

R Matrices

R Data Frames

R Lists

Data Input and Output with R

R Programming Basics

Advanced R Programming

Data Manipulation with R

Data Visualization with R

Data Visualization Project

Interactive Visualizations with Plotty

Capstone Data Project

Introduction to Machine Learning with R

Machine Learning with R - Linear Regression

Machine Learning Project - Linear Regression

Machine Learning with R - Logistic Regression

Machine Learning Project - Logistic Regression

Machine Learning with R - K Nearest Neighbors

Machine Learning Project - K Nearest Neighbors

Machine Learning with R - Decision Trees and Random Forests

Machine Learning Project - Decision Trees and Random Forests

Machine Learning with R - Support Vector Machines

Machine Learning Project - Support Vector Machines

Machine Learning with R - K-Means Clustering

Machine Learning Project - K-Means Clustering

Machine Learning with R - Natural Language Processing

Machine Learning with R - Neural Nets

Machine Learning Project - Neural Nets

Bonus Section

Instructors

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