Tool - Yellowbrick Analyst

| Visualizer | What It Shows | When to Use | | :--- | :--- | :--- | | | Effect of a single hyperparameter (e.g., k in KNN) | Finding over/underfitting sweet spot | | LearningCurve | Training vs. CV score as data size grows | Diagnosing bias-variance tradeoff | | FeatureImportances | Bar chart of feature coefficients | Interpretability & feature pruning |

To include these in a paper (LaTeX, Word, or PDF), you must save them as high-resolution image files: yellowbrick analyst tool

Yellowbrick fixes this by introducing Visualizers —objects that learn from data (fitting) and then generate plots automatically. | Visualizer | What It Shows | When

If you are writing an academic paper, you should cite the official Yellowbrick publication to give credit to the developers: 3. Citing the Yellowbrick Paper

Note: Using .pdf or .svg formats is preferred for academic papers because they are vector-based and won't lose quality when scaled. 3. Citing the Yellowbrick Paper