{"repo":"AmirhosseinHonardoust/Coffee-Shop-Profit-Predictor","free":true,"listed":false,"github":"https://github.com/AmirhosseinHonardoust/Coffee-Shop-Profit-Predictor","clone":"git clone https://github.com/AmirhosseinHonardoust/Coffee-Shop-Profit-Predictor.git","description":"Predict the profitability of potential coffee shop locations using SQL and Python. Combines data engineering with feature-rich regression modeling, visual analytics, and business insights to support data-driven site selection and retail decision-making.","language":"Python","stars":41,"topics":["business-intelligence","data-science","data-visualization","elasticnet","feature-engineering","machine-learning","portfolio-project","predictive-modeling","profit-prediction","python"],"license":"MIT","category":"machine-learning","readme_excerpt":"Coffee Shop Profit Predictor A machine learning project that turns coffee-shop location data into a monthly-profit estimate , using SQL feature engineering , a scikit-learn regression workflow , honest holdout evaluation , multi-model comparison , business-readable candidate ranking with risk bands , and an installable command-line package . Important: This project is a site-selection decision-support demo , not a production financial forecasting system. It estimates likely monthly profit from the available location features and should be read alongside the limitations below. It does not guarantee real-world profitability, does not include costs such as labor or goods sold, and should never be the sole basis for a lease or investment decision. --- Table of Contents - Project Overview - What This Project Does - What This Project Does Not Do - Key Features - System Workflow - Project Structure - Installation - Quick Start - Generating Data - Building the Database - Training the Model - Scoring Candidate Sites - SQL Feature Engineering - Model Output - Prediction Intervals - Model Artifacts and Loading Safety - Evaluation Metrics - Visual Reports - Testing and CI - Code Quality - Data Statement - Limitations - Responsible Use - Future Improvements - Tech Stack - Author - License --- Project Overview Coffee-shop site selection is often presented as if a model can simply pick a winning location. In reality, a regression model cannot guarantee future profit; it can only estimate li","default_branch":null,"files":null,"tree":[],"storefront":"/r/AmirhosseinHonardoust","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AmirhosseinHonardoust/Coffee-Shop-Profit-Predictor/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}