From Core Utilities to Advanced Diagnostics
Each variation builds on the previous, adding capability layers for more sophisticated analysis.
Project Tools + Core Utilities
+ Cross-Project & Export
+ Textbook Reference
+ Advanced Modeling
Project-specific load/analyze/forecast tools plus basic utilities.
load_proj{2-8}_dataanalyze_*, predict_*, forecast_*show_capabilities, get_project_infoAdds dataset comparison, model transfer, and export helpers.
| Tool | Description |
|---|---|
compare_datasets |
Compare characteristics across project datasets |
apply_model_to_data |
Transfer model from one project to another |
find_similar_datasets |
Find datasets with similar structure |
export_to_csv |
Export results to CSV format |
export_to_json |
Export results to JSON format |
Adds textbook search/explain and chapter access for educational integration.
| Tool | Description |
|---|---|
textbook_search |
Full-text search across 22 chapters |
textbook_explain |
Get detailed explanation of a concept |
textbook_chapters |
List all available chapters |
textbook_get_chapter |
Retrieve specific chapter content |
textbook_get_section |
Retrieve specific section from chapter |
demonstrate_concept |
Show concept with project example |
Adds model comparison and advanced diagnostics.
| Tool | Description |
|---|---|
compare_models |
Head-to-head model comparison with metrics |
run_cross_validation |
K-fold cross-validation with scoring |
tune_hyperparameters |
Grid/random search for optimal params |
analyze_residuals |
Residual plots and diagnostics |
feature_importance |
Calculate and visualize feature importance |
learning_curves |
Plot learning curves for bias/variance |
model_diagnostics |
Comprehensive model health check |