dtreeviz
linear-tree
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| dtreeviz | linear-tree | |
|---|---|---|
| 3 | 3 | |
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| 4 months ago | 11 months ago | |
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| MIT License | MIT License |
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dtreeviz
- Dtreeviz: Decision Tree Visualization
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Pybaobab – Python implementation of visualization technique for decision trees
Not really. If we are doing data science for many companies and explainability is an aspect we will likely go for decision trees if the lift for advanced models is minor anyways. We use this (not quite as pretty for visualization but extremely useful to get a grasp if the tree model): https://github.com/parrt/dtreeviz
- How to Visualize Decision Trees
linear-tree
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Is there any algorithm that combines decision trees with regression models?
Sure is! Here’s an implementation
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Running a randomforest on residuals from a ridge linear model in scikit learn
Check out https://github.com/cerlymarco/linear-tree
- GitHub - cerlymarco/linear-tree: A python library to build Model Trees with Linear Models at the leaves.
What are some alternatives?
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
eli5 - A library for debugging/inspecting machine learning classifiers and explaining their predictions
imodels - Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
feature-engineering-tutorials - Data Science Feature Engineering and Selection Tutorials
python-machine-learning-book-3rd-edition - The "Python Machine Learning (3rd edition)" book code repository
psych-verbs - Research experiment design and classification of Romanian emotion verbs
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
H2O - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
ML-Workspace - 🛠 All-in-one web-based IDE specialized for machine learning and data science.
Employees-Burnout-Analysis-and-Prediction - The "Employees Burnout Analysis and Prediction" GitHub repository is a project focused on analyzing and predicting employee burnout in an organization.
BigFivePersonality - The current project provides a Machine Learning trained model that is able to classify the trait with maximum value of the Big Five Personality Test, given the answers of this one.