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explainable-ai

Here are 454 public repositories matching this topic...

jacobgil / pytorch-grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

machine-learning computer-vision deep-learning grad-cam pytorch image-classification object-detection visualizations interpretability class-activation-maps interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai score-cam vision-transformers

Updated Jan 19, 2025
Python

obss / sahi

Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

Updated Dec 18, 2024
Python

PySR

MilesCranmer / PySR

High-Performance Symbolic Regression in Python and Julia

python distributed-systems data-science machine-learning algorithm julia genetic-algorithm scikit-learn symbolic symbolic-regression evolutionary-algorithms automl interpretable-ml explainable-ai equation-discovery

Updated Jan 22, 2025
Python

Trusted-AI / AIX360

Interpretability and explainability of data and machine learning models

machine-learning deep-learning artificial-intelligence ibm-research explainable-ai explainable-ml xai ibm-research-ai codait trusted-ai trusted-ml explainabil

Updated Jul 16, 2024
Python

DALEX

ModelOriented / DALEX

moDel Agnostic Language for Exploration and eXplanation

black-box data-science machine-learning predictive-modeling fairness interpretability explainable-artificial-intelligence explanations explainable-ai explainable-ml xai model-visualization interpretable-machine-learning iml dalex responsible-ai responsible-ml explanatory-model-analysis

Updated Oct 2, 2024
Python

interpretml / DiCE

Generate Diverse Counterfactual Explanations for any machine learning model.

machine-learning deep-learning explainable-ai explainable-ml xai interpretable-machine-learning counterfactual-explanations

Updated Nov 22, 2024
Python

EthicalML / xai

XAI - An eXplainability toolbox for machine learning

machine-learning ai evaluation ml artificial-intelligence upsampling bias interpretability feature-importance explainable-ai explainable-ml xai imbalance downsampling explainability bias-evaluation machine-learning-explainability xai-library

Updated Oct 30, 2021
Python

DmitryRyumin / ICCV-2023-Papers

ICCV 2023 Papers: Discover cutting-edge research from ICCV 2023, the leading computer vision conference. Stay updated on the latest in computer vision and deep learning, with code included. ⭐ support visual intelligence development!

Updated Sep 1, 2024
Python

lopusz / awesome-interpretable-machine-learning

data-science machine-learning interpretable-ai interpretable-ml explainable-ai xai interpretable-machine-learning

Updated Mar 19, 2023
Python

jacobgil / vit-explain

Explainability for Vision Transformers

deep-learning pytorch transformer explainable-ai vision-transformer

Updated Mar 12, 2022
Python

aerdem4 / lofo-importance

Leave One Feature Out Importance

data-science machine-learning feature-selection feature-importance explainable-ai

Updated Jan 16, 2024
Python

xplique

deel-ai / xplique

👋 Xplique is a Neural Networks Explainability Toolbox

interpretability explainable-ai explainable-ml xai

Updated Oct 8, 2024
Python

privacytrustlab / ml_privacy_meter

Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.

machine-learning privacy inference data-privacy gdpr data-protection explainable-ai information-leakage membership-inference-attack data-protection-impact-assessment privacy-audit

Updated Dec 24, 2024
Python

ScalaConsultants / Aspect-Based-Sentiment-Analysis

💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)

machine-learning deep-learning sentiment-analysis tensorflow transformers interpretability aspect-based-sentiment-analysis explainable-ai explainable-ml distill bert-embeddings transformer-models

Updated May 1, 2023
Python

linkedin / FastTreeSHAP

Fast SHAP value computation for interpreting tree-based models

machine-learning random-forest xgboost lightgbm interpretability explainable-ai shap

Updated Jun 26, 2023
Python

polyaxon / traceml

Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

Updated Jan 5, 2025
Python

inseq-team / inseq

Interpretability for sequence generation models 🐛 🔍

natural-language-processing deep-learning transformers sequence-to-sequence language-model interpretability language-generation explainable-ai huggingface captum attribution-methods large-language-models generative-ai

Updated Nov 10, 2024
Python

keisen / tf-keras-vis

Neural network visualization toolkit for tf.keras

visualization python deep-learning tensorflow keras grad-cam keras-visualization saliency explainable-ai explainable-ml xai gradcam gradcam-plus-plus keras-vis explainability xai-library saliency-maps activation-maximization score-cam

Updated Mar 25, 2024
Python

carla-recourse / CARLA

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

python benchmarking benchmark machine-learning tensorflow pytorch artificial-intelligence counterfactual explainable-ai explainable-ml explainability tensorflow2 counterfactual-explanations counterfactuals recourse

Updated Oct 2, 2023
Python

explainable-cnn

ashutosh1919 / explainable-cnn

📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.

visualization grad-cam cnn pytorch saliency-map saliency-detection cnn-classification guided-backpropagation guided-grad-cam cnn-visualization-technique explainable-ai explainable-ml cnn-visualization cnn-pytorch pytorch-implementation grad-cam-visualization

Updated Aug 29, 2023
Python

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