priya-gitTest / pydata_berlin_2022_scikit_learn_tutorial

Scikit-learn tutorial on model inspection given in PyConDE & PyData Berlin 2022

PyConDE & PyData Berlin 2022 - scikit-learn tutorial

Some intro slides

Follow the tutorial online

• Launch an online notebook environment using:

You need an internet connection but you will not have to install any package locally.

Running the tutorial locally

Dependencies

The tutorials will require the following packages:

• python
• jupyter
• scikit-learn
• pandas
• matplotlib
• seaborn
• shap

Local install

We provide both requirements.txt and environment.yml to install packages.

You can install the packages using pip:

$ pip install -r requirements.txt

You can create an sklearn-tutorial conda environment executing:

$ conda env create -f environment.yml

and later activate the environment:

$ conda activate sklearn-tutorial

You might also only update your current environment using:

$ conda env update --prefix ./env --file environment.yml  --prune