Large Data Processing at the Command Line
Processing Large Data using compression, data.table and the command line here we are going to see different ways for processing big data using R and command line Github Link: https://github.com/MNoorFawi/large-data-processing-with-command-line…
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Drawing Maps with R
Using R to draw and visualize data on maps with different libraries. Github link: https://github.com/MNoorFawi/drawing-maps-with-r ggmap suppressMessages(library(caret)) suppressMessages(library(dplyr)) suppressMessages(library(ggmap)) data("Sacramento") ## stamen map scrmnt <- c(left = min(Sacramento$longitude), bottom =…
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Model Comparison with R
Model Comparison finding a good model isn't always the main problem, sometimes there're other models that can give better results or we already have many. so comparing models is of…
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Non-Linear Regression with R
Solving NonLinear Problems with R linear regression is such a great method to predict a variable measurement based on other variables. but not always the relationship between the variables in…
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Linear Regression with R and Caret
HousePrice Prediction using R Fitting a linear model using R's caret package to predict house prices Github Link: https://github.com/MNoorFawi/linear-Regression-with-R-and-caret we first load the train data and the test data without…
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Create API for Machine Learning Model with R
Why an API ?! APIs allow machine learning models to be implemented in many different ways in production connecting the model and its results with so many apps in the…
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Classification with R
Using Logistic Regression algorithm to classify diabetic and non-diabetic patients based on some analysis results Github Link: https://github.com/MNoorFawi/classification-with-R first we import the libraries prepare the data and look at it.…
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Feature Engineering and Selection with R
Feature Engineering & Selection with R One of the most important steps in any Data Science project, or rather the most important one, is data cleaning and transformation. It's said…
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Association Rules with R
Association Rules with R Market Basket Analysis with R Doing Market Basket Analysis using Apriori Algorithm to recommend items that are frequently bought together to do up-sale using R and…
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