Machine Learning with R
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 812 MB
Duration: 2 hours | Genre: eLearning | Language: English
Machine Learning and Statistical Learning with R
What you'll learn
Machine Learning using R
Requirements
Fundamentals R programming
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.
I will create Applied statistics using R for data understanding stage and advanced data visualizations for data understanding stage and includes some data processing for data preparation stage in future.
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
Download link:
Kod:
nitroflare_com:
http://nitroflare.com/view/AF0CDC7B451A24E/5li40.Machine.Learning.with.R.part1.rar
http://nitroflare.com/view/4137A747557DC22/5li40.Machine.Learning.with.R.part2.rar
http://nitroflare.com/view/5A05887ED5076B7/5li40.Machine.Learning.with.R.part3.rar
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https://rapidgator.net/file/ee9f2bd32b76278a555d7fab65d96fdc/5li40.Machine.Learning.with.R.part1.rar.html
https://rapidgator.net/file/4d0a5162a27ab84e58301b6ddfd59897/5li40.Machine.Learning.with.R.part2.rar.html
https://rapidgator.net/file/eda2377f90206b1be940af58d59959c1/5li40.Machine.Learning.with.R.part3.rar.html
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