{"repo":"parrt/dtreeviz","free":true,"listed":false,"github":"https://github.com/parrt/dtreeviz","clone":"git clone https://github.com/parrt/dtreeviz.git","description":"A python library for decision tree visualization and model interpretation.","language":"Jupyter Notebook","stars":3154,"topics":["machine-learning","scikit-learn","python","data-science","xgboost","decision-trees","visualization","random-forest","model-interpretation"],"license":"MIT","category":"machine-learning","readme_excerpt":"dtreeviz : Decision Tree Visualization Description A python library for decision tree visualization and model interpretation. Decision trees are the fundamental building block of gradient boosting machines and Random Forests(tm), probably the two most popular machine learning models for structured data. Visualizing decision trees is a tremendous aid when learning how these models work and when interpreting models. The visualizations are inspired by an educational animation by R2D3; A visual introduction to machine learning. Please see How to visualize decision trees for deeper discussion of our decision tree visualization library and the visual design decisions we made. Currently dtreeviz supports: scikit-learn, XGBoost, Spark MLlib, LightGBM, and Tensorflow. See Installation instructions. Authors Terence Parr, a tech lead at Google, and until 2022 was a professor of data science / computer science at Univ. of San Francisco, where he was founding director of the University of San Francisco's MS in data science program in 2012. Tudor Lapusan Prince Grover With major code and visualization clean up contributions done by Matthew Epland (@mepland). Sample Visualizations Tree visualizations Prediction path explanations Leaf information Feature space exploration Regression Classification Classification boundaries As a utility function, dtreeviz provides dtreeviz.decision boundaries() that illustrates one and two-dimensional feature space for classifiers, including colors that repre","default_branch":null,"files":null,"tree":[],"storefront":"/r/parrt","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/parrt/dtreeviz/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}