Advanced analytics including machine learning, predictive modeling, and big data techniques
Applies machine learning and predictive modeling to solve complex data problems. Triggers when you need to build classification/regression models, forecast trends, or analyze large datasets with algorithms like random forest, ARIMA, or Spark.
/plugin marketplace add pluginagentmarketplace/custom-plugin-data-analyst/plugin install data-analyst-roadmap@pluginagentmarketplace-data-analystThis skill inherits all available tools. When active, it can use any tool Claude has access to.
assets/advanced_config.yamldata-mining.mdpredictive-modeling.mdreferences/ADVANCED_GUIDE.mdregression-analysis.mdscripts/regression_helper.pyMaster advanced analytics techniques including machine learning, predictive modeling, and big data processing for sophisticated data analysis.
| Error Type | Cause | Recovery |
|---|---|---|
| Overfitting | Model too complex | Add regularization, reduce features |
| Underfitting | Model too simple | Add features, increase complexity |
| Data leakage | Target info in features | Review feature engineering pipeline |
| Class imbalance | Skewed target | Use SMOTE, class weights, or resampling |
| Convergence failure | Poor hyperparameters | Grid search, adjust learning rate |
Use when working with Payload CMS projects (payload.config.ts, collections, fields, hooks, access control, Payload API). Use when debugging validation errors, security issues, relationship queries, transactions, or hook behavior.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.