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Machine Learning with R

Machine Learning with R

This is the bite size course to learn R Programming for Machine Learning and Statistical Learning. In CRISP DM data mining process, machine learning is at the modeling and evaluation stage.

Overview

About this Course
This is the bite size course to learn R Programming for Machine Learning and Statistical Learning. In CRISP DM data mining process, machine learning is at the modeling and evaluation stage.

You will need to know some R programming, and you can learn R programming from my "Create Your Calculator: Learn R Programming Basics Fast" course. You will learn R Programming for machine learning and you will be able to train your own prediction models with naive bayes, decision tree, knn, neural network, linear regression, and evaluate your models very soon after learning the course.

You can take the course as follows, I may allow you to have the SVBook certificate in Data Mining using R in future after you passed a quiz and completed all the courses below:

Create Your Calculator: Learn R Programming Basics Fast (R Basics)
Applied Statistics using R with Data Processing (Data Understanding and Data Preparation)
Advanced Data Visualizations using R with Data Processing (Data Understanding and Data Preparation, in future)
Machine Learning with R (Modeling and Evaluation)
Basic knowledge
Computer Knowledge
Basic coding knowledge

Course Information

Computer Knowledge
Basic coding knowledge

Content

Getting Started
Getting Started 2
Getting Started 3
Data Mining Process
Download Data set
Read Data set
Some Explanations
Simple Linear Regression
Build Linear Regression Models
Predict Linear Regression Models
KMeans Clustering
KMeans Clustering in R
Agglomeration Clustering
Agglomeration Clustering in R
Decision Tree ID3 ALgorithm
Decision Tree in R: Split train and test set
Decision Tree in R: Train Decision Tree
Decision Tree in R: Predict Decision Tree
KNN Classification
Train KNN in R
Predict KNN in R
Naive Bayes Classification
Naive Bayes in R
Neural Network Classification
Neural Network in R
What Algorithm to Use?
Model Evaluation
Model Evaluation using R for Classification
Model Evaluation using R for Regression

This course is for anyone with an interest in creating cutting-edge deep learning models in R.

• Lifetime Access to Each Course
• Certificate on Completion of Course
• No Extra Charges Or Admin Fees
• Easy Access to Courses
• High Priority Support After Sales.
• Big Discounts on Individual Courses

Course Specifications

Plan your future in engineering with courses including MSc Engineering Management.

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Adult education is the non-credential activity of gaining skills and improved education. 

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Online education is electronically supported learning that relies on the Internet for teacher/student interaction. 

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A short course is a learning programme that gives you combined content or specific skills training in a short period of time. Short courses often lean towards the more practical side of things and have less theory than a university course – this gives you a more hands-on experience within your field of interest.

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Course duration is 24 hours.

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