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The Top 23 Iml Open Source Projects

Open source projects categorized as Iml
Categories > Iml
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 3 days agopypi interpret} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29most recent commit 7 months ago
Interpretable_machine_learning_with_python ⭐ 629
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
most recent commit a year ago
Mli Resources ⭐ 405
H2O.ai Machine Learning Interpretability Resources
most recent commit 3 years ago
Modelstudio ⭐ 305
📍 Interactive Studio for Explanatory Model Analysis
total releases 18most recent commit 8 months ago
Adversarial Explainable Ai ⭐ 235
💡 Adversarial attacks on explanations and how to defend them
most recent commit 6 months ago
Breakdown ⭐ 87
Model Agnostics breakDown plots
dependent packages 6total releases 6most recent commit 4 years ago
Rrl ⭐ 82
The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classification"
most recent commit 3 months ago
Ibreakdown ⭐ 79
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
dependent packages 4total releases 8most recent commit 5 months ago
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
total releases 1most recent commit 3 months ago
Deepcave ⭐ 58
An interactive framework to visualize and analyze your AutoML process in real-time.
total releases 8most recent commit 3 months ago
Xai Iml Sota ⭐ 50
Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.
most recent commit 2 years ago
Shapml.jl ⭐ 50
A Julia package for interpretable machine learning with stochastic Shapley values
most recent commit 2 years ago
Live ⭐ 35
Local Interpretable (Model-agnostic) Visual Explanations - model visualization for regression problems and tabular data based on LIME method. Available on CRAN
total releases 10most recent commit 5 years ago
Mvss Net ⭐ 30
Unofficial implementation of MVSS-Net (ICCV 2021) with Pytorch including training code.
most recent commit 7 months ago
Arenar ⭐ 29
Data generator for Arena - interactive XAI dashboard
most recent commit 4 years ago
Rsafe ⭐ 28
Surrogate Assisted Feature Extraction in R
most recent commit 2 years ago
Artemis ⭐ 19
A Python package with explanation methods for extraction of feature interactions from predictive models
most recent commit 5 months ago
Diabetes_use_case ⭐ 19
Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/
most recent commit 3 years ago
Arena ⭐ 17
Interactive XAI dashboard
most recent commit 2 years ago
Interpretable Ml ⭐ 17
Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.
most recent commit 2 years ago
Vivo ⭐ 13
Variable importance via oscillations
total releases 3most recent commit 4 years ago
Mllp ⭐ 12
The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".
most recent commit 2 years ago
The 4 Most Depended On Iml Open Source Projects
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 3 days agopypi interpret} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29latest release January 15, 2023most recent commit 7 months ago
Breakdown ⭐ 87
Model Agnostics breakDown plots
dependent packages 6total releases 6latest release January 20, 2021most recent commit 4 years ago
Ibreakdown ⭐ 79
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
dependent packages 4total releases 8latest release May 07, 2021most recent commit 5 months ago
The 9 Latest Releases In Iml Open Source Projects
Deepcave ⭐ 58
An interactive framework to visualize and analyze your AutoML process in real-time.
total releases 8latest release November 08, 2023most recent commit 3 months ago
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
total releases 1latest release October 01, 2023most recent commit 3 months ago
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 3 days agopypi interpret} Downloads
Modelstudio ⭐ 305
📍 Interactive Studio for Explanatory Model Analysis
total releases 18latest release February 20, 2023most recent commit 8 months ago
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29latest release January 15, 2023most recent commit 7 months ago
Ibreakdown ⭐ 79
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
dependent packages 4total releases 8latest release May 07, 2021most recent commit 5 months ago
Breakdown ⭐ 87
Model Agnostics breakDown plots
dependent packages 6total releases 6latest release January 20, 2021most recent commit 4 years ago
Vivo ⭐ 13
Variable importance via oscillations
total releases 3latest release February 27, 2020most recent commit 4 years ago
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