explainable-ai

Here are 502 public repositories matching this topic...

kmario23 / deep-learning-drizzle

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 Apr 10, 2022
HTML

mindsdb / mindsdb

Star

In-Database Machine Learning

mysql machine-learning clickhouse postgresql ml snowflake mariadb pytorch artificial-intelligence machine-learning-api hacktoberfest automl explainable-ai explainable-ml singlestore

Updated Aug 26, 2022
Python

jacobgil / pytorch-grad-cam

Star

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 Aug 26, 2022
Python

interpretml / interpret

Star

Fit interpretable models. Explain blackbox machine learning.

Updated Aug 26, 2022
C++

microsoft / tensorwatch

Star

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 Apr 13, 2021
Jupyter Notebook

AstraZeneca / awesome-explainable-graph-reasoning

Star

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

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 26, 2022
Python

ModelOriented / DALEX

Star

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 Aug 6, 2022
Python

interpretml / DiCE

Star

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 11, 2022
Python

csinva / imodels

Star

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, 2022
Jupyter Notebook

EthicalML / xai

Star

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

lopusz / awesome-interpretable-machine-learning

Star

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

Updated Jul 9, 2020
Python

cdpierse / transformers-interpret

Star

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

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

Updated Aug 23, 2022
Jupyter Notebook

maelfabien / Machine_Learning_Tutorials

Star

Code, exercises and tutorials of my personal blog ! 📝

python machine-learning statistics dataviz ai deep-learning tensorflow example keras tutorials pytorch explainable-ai

Updated Feb 18, 2020
Jupyter Notebook

wangyongjie-ntu / Awesome-explainable-AI

Star

A collection of research materials on explainable AI/ML

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

Updated Aug 3, 2022

microsoft / responsible-ai-toolbox

Star

This project provides responsible AI user interfaces for Fairlearn, interpret-community, and Error Analysis, as well as foundational building blocks that they rely on.

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

Updated Aug 27, 2022
TypeScript

aerdem4 / lofo-importance

Star

Leave One Feature Out Importance

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

Updated Apr 27, 2022
Python

hila-chefer / Transformer-MM-Explainability

Star

[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.