What kind of data does the skill require?

It requires structured datasets, such as CSV or JSON format, containing the variables you wish to analyze for trends or predictions.

Which regression models can this skill generate?

The skill can generate various models including linear and polynomial regression, selecting the most appropriate type based on the provided dataset.

Does this skill provide statistical performance metrics?

Yes, it provides essential metrics such as R-squared and Root Mean Square Error (RMSE) to help you evaluate the accuracy and fit of the model.

Can I use this for multi-variable analysis?

Yes, it is designed to analyze relationships between multiple independent variables and a dependent variable to identify complex trends.

Regression Analysis Tool

Name: Regression Analysis Tool
Author: BbgnsurfTech

byBbgnsurfTech

•

Data Science & ML

Performs advanced regression analysis and predictive modeling to identify trends and relationships within datasets.

This skill empowers Claude to function as a data science assistant by leveraging the regression-analysis-tool plugin to build, validate, and interpret statistical models. It automates the process of analyzing dataset structures, selecting optimal model types such as linear or polynomial regression, and reporting critical performance metrics like R-squared and RMSE. It is particularly useful for developers and analysts who need to understand variable correlations, predict future values based on historical data, or validate the accuracy of predictive models within their workflow.

Key Features

01Automated model generation including linear and polynomial regression

02Identification of relationships between independent and dependent variables

03Data trend visualization and mathematical equation reporting

043 GitHub stars

05Model validation to ensure predictive accuracy and reliability

06Comprehensive statistical reporting with R-squared and RMSE metrics

Use Cases

01Predicting real estate market prices based on property dimensions and features

02Evaluating the statistical impact of specific variables on business outcomes

03Forecasting future sales trends by analyzing historical performance data

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bbgnsurftech/claude-skills-collection skill-adapter

For use in Claude.ai and ChatGPT

Download Skill