Machine Learning with R (Udemy.com)

( 1 Reviews )

Created by: SVBook Pte. Ltd.

Produced in 2018

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Overall Score : 80 / 100

Course Description

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, and you can take a exam at EMHAcademy to get SVBook Certified Data Miner using R certificate : - 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)
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

Who this course is for:

Beginner Data Scientist or Analyst interested in R programming

Time: 2h

Instructor Details

SVBook Pte. Ltd.

4.0 Rating
1 Reviews

SVBook Pte. Ltd. started in April 2016. SVBook Pte. Ltd. offers affordable, easy to read Data Mining, Text Mining, Data Analytics, Programming books for professional and lifelong learning. SVBook Pte. Ltd. offers courses at EMHAcademy. SVBook Pte. Ltd. developed softwares over the time, and uploaded them at DSTK.Tech. SVBook Pte. Ltd. courses, books and softwares assists people to step into new fields of Data Science, Internet of Things, Smart Cities and etc. before going into more advanced courses at Coursera and EdX, which are at University Level.