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The Top 23 Explainable Ai Explainability Open Source Projects

Open source projects categorized as Explainable Ai Explainability
Categories > Explainability
Categories > Explainable Ai
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 4 days agopypi interpret} Downloads
Responsible Ai Toolbox ⭐ 1,187
Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
dependent packages 8total releases 6most recent commit 18 days agopypi raiutils} Downloads
Xai ⭐ 1,060
XAI - An eXplainability toolbox for machine learning
total releases 6most recent commit 2 years ago
Transformer Mm Explainability ⭐ 490
[ICCV 2021- Oral] Official PyTorch implementation for Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers, a novel method to visualize any Transformer-based network. Including examples for DETR, VQA.
most recent commit a year ago
Awesome Graph Explainability Papers ⭐ 486
Papers about explainability of GNNs
most recent commit 3 months ago
Explainx ⭐ 375
Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ [email protected]
total releases 56most recent commit 3 months ago
Tf Keras Vis ⭐ 286
Neural network visualization toolkit for tf.keras
dependent packages 2total releases 30most recent commit 7 months agopypi tf-keras-vis} Downloads
Adversarial Explainable Ai ⭐ 235
💡 Adversarial attacks on explanations and how to defend them
most recent commit 6 months ago
Carla ⭐ 216
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
total releases 2most recent commit a year ago
Whitebox ⭐ 184
[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes
most recent commit 9 months ago
Openxai ⭐ 178
OpenXAI : Towards a Transparent Evaluation of Model Explanations
most recent commit 6 months ago
Zennit ⭐ 151
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.
dependent packages 2total releases 15most recent commit 7 months agopypi zennit} Downloads
Graphxai ⭐ 128
GraphXAI: Resource to support the development and evaluation of GNN explainers
most recent commit a year ago
Hierarchical Dnn Interpretations ⭐ 119
Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" 🧠 (ICLR 2019)
total releases 7most recent commit 3 years ago
Sagemaker Explaining Credit Decisions ⭐ 87
Amazon SageMaker Solution for explaining credit decisions.
most recent commit a year 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
Pytorch_explain ⭐ 80
PyTorch Explain: Logic Explained Networks in Python.
total releases 22most recent commit 10 months ago
Deep Explanation Penalization ⭐ 74
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
most recent commit 3 years ago
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
total releases 1most recent commit 3 months ago
Fat Forensics ⭐ 63
Modular Python Toolbox for Fairness, Accountability and Transparency Forensics
total releases 5most recent commit a year ago
Awesome Shapley Value ⭐ 63
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
most recent commit 2 years ago
Conceptor ⭐ 61
Official implementation of the paper The Hidden Language of Diffusion Models
most recent commit 3 months ago
S3bert ⭐ 61
Semantically Structured Sentence Embeddings
most recent commit 6 months ago
The 4 Most Depended On Explainable Ai Explainability Open Source Projects
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 4 days agopypi interpret} Downloads
Tf Keras Vis ⭐ 286
Neural network visualization toolkit for tf.keras
dependent packages 2total releases 30latest release October 06, 2023most recent commit 7 months agopypi tf-keras-vis} Downloads
The 10 Latest Releases In Explainable Ai Explainability Open Source Projects
Tf Keras Vis ⭐ 286
Neural network visualization toolkit for tf.keras
dependent packages 2total releases 30latest release October 06, 2023most recent commit 7 months agopypi tf-keras-vis} Downloads
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
Te2rules ⭐ 25
Python library to explain Tree Ensemble models (TE) like XGBoost, using a rule list.
total releases 16latest release August 31, 2023most recent commit 4 months ago
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 4 days agopypi interpret} Downloads
Teex ⭐ 14
A Toolbox for the Evaluation of machine learning Explanations
total releases 10latest release October 21, 2022most recent commit 4 months ago
Potato ⭐ 44
XAI based human-in-the-loop framework for automatic rule-learning.
total releases 15latest release June 30, 2022most recent commit 8 months ago
Pytorch_explain ⭐ 80
PyTorch Explain: Logic Explained Networks in Python.
total releases 22latest release June 28, 2022most recent commit 10 months ago
Pytolemaic ⭐ 10
Toolbox for analysis of model's quality and model's description. For further details see
total releases 56latest release June 19, 2022most recent commit a year ago
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