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explainx

explainX / explainx

Star 420

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 @ ms8909@nyu.edu

machine-learning scikit-learn transparency blackbox bias interpretability explainable-artificial-intelligence interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning machine-learning-interpretability explainability aws-sagemaker explainx
  • Updated Aug 21, 2024
  • Jupyter Notebook
pyss3

sergioburdisso / pyss3

Star 337

A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)

nlp machine-learning natural-language-processing text-mining data-mining text-classification machine-learning-algorithms artificial-intelligence document-classification sentence-classification interpretability multilabel-classification explainable-artificial-intelligence interpretable-ml xai interpretable-machine-learning document-categorization early-classification text-labeling ss3-classifier
  • Updated Aug 18, 2023
  • Python

ajayarunachalam / msda

Star 129

Library for multi-dimensional, multi-sensor, uni/multivariate time series data analysis, unsupervised feature selection, unsupervised deep anomaly detection, and prototype of explainable AI for anomaly detector

visualization python deep-neural-networks correlation deep-learning time-series signal-processing sensor tabular-data pytorch feature-selection data-analysis feature-engineering sensor-data anomaly-detection multidimensional-data variation multisensor explainable-artificial-intelligence anamoly-detection-using-graphs
  • Updated Oct 7, 2021
  • Jupyter Notebook

fitushar / 3D-GuidedGradCAM-for-Medical-Imaging

Star 100

This Repo containes the implemnetation of generating Guided-GradCAM for 3D medical Imaging using Nifti file in tensorflow 2.0. Different input files can be used in that case need to edit the input to the Guided-gradCAM model.

medical-imaging nifti 3d-models ctci tensorflow-examples explainable-artificial-intelligence guided-grad-cam cnn-visualization-technique explainable-ai cnn-visualization tensorflow2 3d-guided-grad-cam explainable-ai-in-medical-imaging
  • Updated Jul 12, 2020
  • Python

rehmanzafar / xai-iml-sota

Star 72

Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.

machine-learning human-in-the-loop interpretability explainable-artificial-intelligence researchers interactive-machine-learning deep-learning-visualization human-in-the-loop-machine-learning explainable-ml xai interpretable interpretable-machine-learning iml model-interpretability explainable interpretable-models explainable-models interpretable-learning explaining-ai explanation-methods
  • Updated Sep 29, 2022
  • R

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