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explainable-artificial-intelligence

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DALEX

ModelOriented / DALEX

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Documentation for R and Python

pbiecek
pbiecek commented Mar 14, 2020

General:

  • remove outdated examples from DALEX_docs
  • prepare skeleton for R/Python docs

R specific:

  • prepare Introductory materials to predictive models for titanic and apartments
  • prepare Introductory materials to explain()
  • prepare Introductory materials to predict_parts()
  • prepare Introductory materials to predict_profile()
  • prepar
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R 🐳 documentation 📚
pyss3

sergioburdisso / pyss3

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A Python package that implements a novel text classifier (SS3) with visualizations tools for Explainable Artificial Intelligence (XAI) :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 May 27, 2020
  • Python

yaricom / goNEAT_NS

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This project provides GOLang implementation of Neuro-Evolution of Augmented Topologies (NEAT) with Novelty Search optimization aimed to solve deceptive tasks with strong local optima

golang neat neuroevolution reinforcement-learning-algorithms artificial-neural-networks unsupervised-learning unsupervised-learning-algorithms augmenting-topologies unsupervised-machine-learning novelty-search explainable-artificial-intelligence explainable-ai modular-ai
  • Updated Jul 30, 2019
  • Go

rehmanzafar / xai-iml-sota

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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 Jun 7, 2020
  • R

explainX / explainx

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Explain any Black-Box Machine Learning Model with explainX.ai : Fast, Scalable & State-of-the-art Explainable AI Platform.

python machine-learning ai jupyter-notebook artificial-intelligence trust transparency blackbox bias interpretability explainable-artificial-intelligence interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning explainability explainx remove-biases
  • Updated Jun 18, 2020
  • Python

rva5120 / influential_vocab_detection

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This tool can be used to find the most influential words on a document. We define most influential as the words that influence a trained classifier the most to give it a particular classification.

python machine-learning classification convolutional-neural-networks gradients nlp-machine-learning keras-tensorflow vocabulary-analysis wikileaks adversarial-machine-learning imdb-sentiment-analysis explainable-artificial-intelligence
  • Updated May 9, 2018
  • Python

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