# Ecommerce Linear Regression Analysis ## Docs - [Data Preparation](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/data/data-preparation.md): Loading, processing, and splitting the dataset for linear regression analysis - [Dataset Overview](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/data/dataset-overview.md): Understanding the ecommerce customer dataset structure and characteristics - [Exploratory Data Analysis](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/data/exploratory-analysis.md): Statistical analysis and visualization of customer behavior patterns - [Ecommerce Linear Regression Analysis](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/introduction.md): Predict customer spending patterns and optimize business strategy using machine learning - [Model Evaluation](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/model/evaluation.md): Assessing the performance and interpreting results of the linear regression model - [Linear Regression Model](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/model/linear-regression.md): Understanding the linear regression approach for predicting yearly customer spending - [Model Training](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/model/training.md): How the linear regression model is trained on ecommerce customer data - [Quickstart Guide](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/quickstart.md): Get the ecommerce linear regression analysis running in minutes - [Code Walkthrough](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/reference/code-walkthrough.md): Step-by-step breakdown of the ecommerce linear regression analysis implementation - [Dependencies](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/reference/dependencies.md): Required Python libraries and installation instructions for the ecommerce linear regression analysis project - [Business Recommendations](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/results/business-recommendations.md): Strategic insights and actionable recommendations based on the linear regression analysis - [Feature Importance](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/results/feature-importance.md): Analysis of feature coefficients and their impact on customer spending predictions - [Model Performance](https://mintlify.wiki/carolinajimenez/ecommerce_customers_linear_regression/results/model-performance.md): Evaluation metrics and performance assessment of the linear regression model