Python API 0.5.0

Feature

• Add support for Isolation Forests model.
• Add max_depth argument to model.print_tree.
• Add verbose argument to train method which is equivalent but sometime
  more convenient thanydf.verbose.
• Add SKLearn to YDF model converter: ydf.from_sklearn.
• Improve error messages when calling the model with non supported data.
• Add support for numpy 2.0.

Tutorials

• Add anomaly detection tutorial.
• Add YDF and JAX model composition tutorial.

Fix

• Fix error when plotting oblique trees (model.plot_tree) in colab.