explainable-ai

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kmario23 / deep-learning-drizzle

Star 12.7k

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

machine-learning natural-language-processing deep-neural-networks reinforcement-learning computer-vision deep-learning optimization probability deep-reinforcement-learning medical-imaging speech-recognition artificial-neural-networks pattern-recognition probabilistic-graphical-models bayesian-statistics artificial-intelligence-algorithms visual-recognition geometric-deep-learning explainable-ai graph-neural-networks

Updated Oct 19, 2024
HTML

jacobgil / pytorch-grad-cam

Star 12.1k

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 Apr 7, 2025
Python

interpretml / interpret

Star 6.7k

Fit interpretable models. Explain blackbox machine learning.

machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias differential-privacy gradient-boosting interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning iml explainability interpretml

Updated Aug 25, 2025
C++

sahi

obss / sahi

Star 4.8k

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

python machine-learning computer-vision deep-learning satellite tiling merge pytorch remote-sensing coco object-detection instance-segmentation explainable-ai large-image oriented-object-detection huggingface mmdetection small-object-detection fiftyone yolo11

Updated Aug 31, 2025
Python

microsoft / tensorwatch

Star 3.5k

Debugging, monitoring and visualization for Python Machine Learning and Data Science

python debugging data-science machine-learning reinforcement-learning ai monitoring deep-learning jupyter jupyter-notebook debug machinelearning deeplearning debugging-tool saliency explainable-ai explainable-ml model-visualization

Updated Aug 30, 2023
Jupyter Notebook

PySR

MilesCranmer / PySR

Star 3k

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 Sep 1, 2025
Python

alan-sdk-web

alan-ai / alan-sdk-web

Star 2.4k

The Self-Coding System for Your App — Alan AI SDK for Web

nlp productivity enterprise workflow machine-learning ai question-answering low-code conversational-ai custom-dataset explainable-ai voice-ai ai-assistant ai-chat large-language-models llms generative-ai ai-chat-bot voice-ai-platform text-ai

Updated Sep 1, 2025

awesome-explainable-graph-reasoning

AstraZeneca / awesome-explainable-graph-reasoning

Star 2k

A collection of research papers and software related to explainability in graph machine learning.

deep-learning graph graph-algorithms awesome-list graphml explainable-ai explainable-ml

Updated Apr 4, 2022

Trusted-AI / AIX360

Star 1.7k

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 Feb 26, 2025
Python

microsoft / responsible-ai-toolbox

Star 1.6k

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.

visualization data-science machine-learning widget ui jupyter widgets ml data-visualization data-analysis machinelearning fairness interpretability error-analysis explainable-ai explainable-ml fairness-ai explainability fairness-ml responsible-ai

Updated Feb 7, 2025
TypeScript

wangyongjie-ntu / Awesome-explainable-AI

Star 1.5k

A collection of research materials on explainable AI/ML

xml interpretability explanation-system interpretable-ai explainable-ai xai counterfactual-explanations recourse

Updated Jul 15, 2025
Markdown

imodels

csinva / imodels

Star 1.5k

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

python rules data-science machine-learning statistics ai scikit-learn ml artificial-intelligence supervised-learning interpretability explainable-ai explainable-ml rule-learning optimal-classification-tree rulefit imodels bayesian-rule-list

Updated Aug 26, 2025
Jupyter Notebook

interpretml / DiCE

Star 1.4k

Generate Diverse Counterfactual Explanations for any machine learning model.

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

Updated Jul 13, 2025
Python

DALEX

ModelOriented / DALEX

Star 1.4k

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 Jul 27, 2025
Python

cdpierse / transformers-interpret

Star 1.4k

Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

nlp machine-learning natural-language-processing computer-vision deep-learning neural-network transformers interpretability explainable-ai captum model-explainability transformers-model

Updated Aug 30, 2023
Jupyter Notebook

EthicalML / xai

Star 1.2k

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

jacobgil / vit-explain

Star 997

Explainability for Vision Transformers

deep-learning pytorch transformer explainable-ai vision-transformer

Updated Mar 12, 2022
Python

DmitryRyumin / ICCV-2023-Papers

Star 955

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!