What types of regression models can this skill create?

It primarily handles linear and polynomial regression models, helping you find the best fit for your specific dataset and variable relationships.

Do I need to clean my data before using this skill?

While the skill analyzes data structure, it is a best practice to provide preprocessed and clean data to ensure the most accurate model generation and validation.

How does the skill validate the regression models?

The skill performs model validation by checking the generated models against the dataset to ensure accuracy, reliability, and statistical significance.

Does it provide performance metrics for the models?

Yes, the skill automatically calculates and reports key performance indicators such as R-squared and Root Mean Square Error (RMSE).

Can I use this for sales forecasting?

Absolutely, this skill is designed to identify trends in historical data to help predict future outcomes like sales, revenue, or market growth.

Regression Analysis Tool

Name: Regression Analysis Tool
Author: jeremylongshore

byjeremylongshore

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883

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数据科学与机器学习

Performs automated regression modeling and statistical data analysis to uncover variable relationships and predict future trends.

This skill empowers Claude to act as a data scientist by automating the end-to-end process of regression analysis, from initial data preparation and model selection to validation and performance reporting. It enables users to build sophisticated linear and polynomial regression models, calculate essential metrics like R-squared and RMSE, and visualize trends within complex datasets to drive data-informed decision-making and accurate predictive modeling.

主要功能

01Automated model generation for linear and polynomial regression

02Sales trend identification and statistical pattern visualization

03Comprehensive data structure analysis to identify variable relationships

04Predictive modeling for forecasting future values based on historical data

05883 GitHub stars

06Model validation and accuracy reporting including R-squared and RMSE

使用场景

01Predicting real estate market values based on property features and bedrooms

02Analyzing historical sales data to forecast future business growth and trends

03Determining the correlation between independent variables in scientific datasets

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills regression-analysis-tool

For use in Claude.ai and ChatGPT

Download Skill

主要功能

01Automated model generation for linear and polynomial regression

02Sales trend identification and statistical pattern visualization

03Comprehensive data structure analysis to identify variable relationships

04Predictive modeling for forecasting future values based on historical data

05883 GitHub stars

06Model validation and accuracy reporting including R-squared and RMSE

使用场景

01Predicting real estate market values based on property features and bedrooms

02Analyzing historical sales data to forecast future business growth and trends

03Determining the correlation between independent variables in scientific datasets

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills regression-analysis-tool

For use in Claude.ai and ChatGPT

Download Skill