Posts within category: Machine Learning

Using Predictive ML to value Basement Renovation Projects
[__working draft__ ] What is the Goal of this Project? This project focuses on developing an ML model...
Capstone Project: Iowa Liquor Sale Analysis
Background Introduction Alcohol consumption by humans has been recorded as early as 5500 BC in Iran. Liquor products...
Ames House Pricing: A Study of Regression
Introduction & BackgroundReal estate transactions are fraught with anxiety because neither the seller nor the buyer wants to...
Predicting House Prices with Data
Background Jones Inc. is a hypothetical real estate agency/development company that wants a model to predict housing prices...
Forecasting Zillow Rent Index in California
GitHub Authors: Karl Lundquist, Cherie Wang, David Kressley & Ayelet Hillel Introduction                This project was conducted in...
Creating an End-to-End Machine Learning Pipeline for a Nation-wide Homebuilder
Background A nation-wide home construction company in operation for over 50 years approached our data science team to...
Predicting Customer Churn Using Python
Introduction Companies incur a big loss on customer churn, also, known as attrition; which is defined as the...
Renovate it or Sell as is? A Machine Learning Project to Predict House Sale Price
Blog Headline Photo by Kindel Media from Pexels The Take-Aways This project explored regression techniques for predicting house sale price using...
Predicting Citi Bike Trip Demand
How we analyzed the Citi Bike dataset and predicted ridership based on seasonality and weather using an LSTM...
Predicting Property Sale Values in Ames, Iowa
The Ames housing dataset is famous as an open Kaggle competition and for its use in undergraduate statistics...
Ames House Prices Prediction with the Help of Data
Thanks to the advances of technology, people can explore almost everywhere online. Based on data collected, when it...
Used car price prediction with R
Objective This project was to find a multiple linear regression model by using R from a given used...
Machine Learning for Home Improvement: Predicting House Price After Renovation
Extracting new value from the old Ames housing dataset Motivation Data Science in the Real Estate sector has...
Solving Citi Bike's Rebalancing Problem
Introduction As of 2020, the global bike sharing market was valued at 3 billion USD. Bike sharing attempts...

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