Tag: Data Science Project

• Clustering Mixed Data

  

  Code and data used can be found here: Repository  Objective To identify clusters of individuals that have suffered from heart failure. The data consists of both numerical and categorical data, to cluster such data we can use K-prototypes clustering. K-prototypes Clustering K-prototypes work similarly to K-means clustering but works for both numerical and categorical data.…

  Mazen Ahmed

  Dec 29, 2021

  Clustering, Project

  Clustering Project, Data Science, Data Science Project

• Will it Rain Tomorrow?

  

  Code and data used can be found here: Repository  In this episode we will be expanding on Logistic Regression in Python, implementing much more data pre-processing steps on a larger data set that contains both numerical and categorical data (words). Objective Construct a logistic regression model to predict if it will rain tomorrow in a…

  Mazen Ahmed

  Nov 9, 2020

  Project

  Data Science Project, Logistic Regression Project, Machine Learning

• Predicting Weather Data

  

  Code and data used can be found here: Repository  This episode combines knowledge from all previous episodes to build, evaluate and improve a ridge regression model that makes predictions for weather data in Hungary, Szeged. Objective Construct a regression model that makes reasonable predictions for Humidity given the follow data: Link Our model should take…

  Mazen Ahmed

  Sep 21, 2020

  Project

  Data Science, Data Science Project, Linear Regression Project, Machine Learning