├── 1. ExplainableMachineLearningPermutations.ipynb ├── 2. ExplainableMachineLearningPDP.ipynb ├── 3. ExplainableMachineLearningShap.ipynb ├── 4. ExplainableMachineLearningText.ipynb ├── Explainable Data Science I.pdf ├── Explainable Data Science II.pdf ├── Explainable Data Science III.pdf ├── Explainable Data Science IV.pdf ├── FIFA 2018 Statistics.csv ├── README.md └── taxi.csv /1. ExplainableMachineLearningPermutations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/1. ExplainableMachineLearningPermutations.ipynb -------------------------------------------------------------------------------- /2. ExplainableMachineLearningPDP.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/2. ExplainableMachineLearningPDP.ipynb -------------------------------------------------------------------------------- /3. ExplainableMachineLearningShap.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/3. ExplainableMachineLearningShap.ipynb -------------------------------------------------------------------------------- /4. ExplainableMachineLearningText.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/4. ExplainableMachineLearningText.ipynb -------------------------------------------------------------------------------- /Explainable Data Science I.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/Explainable Data Science I.pdf -------------------------------------------------------------------------------- /Explainable Data Science II.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/Explainable Data Science II.pdf -------------------------------------------------------------------------------- /Explainable Data Science III.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/Explainable Data Science III.pdf -------------------------------------------------------------------------------- /Explainable Data Science IV.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/Explainable Data Science IV.pdf -------------------------------------------------------------------------------- /FIFA 2018 Statistics.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/FIFA 2018 Statistics.csv -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/README.md -------------------------------------------------------------------------------- /taxi.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceUB/ExplainableDataScience/HEAD/taxi.csv --------------------------------------------------------------------------------