Add instructions

README.md

@@ -1,2 +1,25 @@
-# PyconUS_2019-model-interpretability-tutorial
+# PyConUS 2019 - Model Interpretability Tutorial
+
 Content for the Model Interpretability Tutorial at Pycon US 2019
+
+## Setup instructions
+
+With Anaconda:
+
+```
+conda install --file requirements.txt -c conda-forge
+```
+
+With pip:
+
+```
+pip install -r requirements.txt
+```
+
+## Running
+
+```
+jupyter notebook
+```
+
+Then use the `__skeleton.ipynb` files to work on the exercises, the `__solution.ipynb` contain solutions.

requirements.txt

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+numpy==1.16.1
+pandas==0.24.2
+shap==0.28.5
+lime==0.1.1.33
+scikit-image==0.15
+eli5==0.8.1
+scikit-learn==0.20.3
+lightgbm==2.2.2
+keras==2.2.4
+matplotlib==3.0.2