# machine-learning

#### Recommendation Engine in PostgreSQL

Building a Recommendation Engine in PostgreSQL using Python Project GitHub link: https://github.com/MNoorFawi/recommender-system-in-postgresql-using-python N.B. The database is built in this post and refer to the data_preparation_r.R script to have everything ready in…

Read more#### Weighted KNN with Python

Building a weighted KNN model to predict house prices using python. Github link for the project and the data: https://github.com/MNoorFawi/weighted-knn-in-python Import important libraries. import pandas as pd import numpy as…

Read more#### Julia for Data Science

Exploring JULIA's power in doing Data Science What is and Why Julia ?! Julia Language is a high-level general-purpose dynamic programming language, that was originally designed to address the needs…

Read more#### User and Item Based Recommender with Python

User & Item-Based Recommender System with Python Building a movie recommender system from scratch in python using ratings and movies csv files from MovieLens small data set. The system is inspired from the great Programming Collective…

Read more#### Clustering with R

Building a clustering algorithm model in R We will use "Wholesale customers data.csv" at https://archive.ics.uci.edu/ml/machine-learning-databases/00292/ to perform Hierarchical and Kmeans Clustering using R. Github link for the project and data: https://github.com/MNoorFawi/clustering-with-R First we load the data…

Read more#### 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…

Read more#### 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…

Read more#### 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…

Read more#### 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…

Read more#### 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.…

Read more