ankitaguhaoakland/odsc-model-evaluation

Evaluating Statistical Models

• ODSC East 2021
• March 30, 2021 10:15am EST
• Instructor: Mona Khalil

Prerequisites

• jupyter lab or jupyter notebooks

Repo Contents

• Main tutorial notebook
• Two exercise notebooks
• Datasets
• Slides

Datasets

• [scikit-learn diabetes dataset](https://scikit-learn.org/stable/modules/generated/ sklearn.datasets.load_diabetes.html#sklearn.datasets.load_diabetes)
• UCI Air Quality (cleaned for analysis; uploaded to this GitHub repository)
• WHO Life Expectancy dataset (cleaned for analysis; uploaded to this GitHub repository)

Tutorial instructions

Please use the main tutorial notebook as an example to follow throughout the tutorial. There will be several exercises throughout the tutorial. Select one of the two Exercise notebooks, based on the dataset that's of interest to you (Air Quality or WHO Life Expectancy). You're welcome to complete the other notebook on your own time.

Exercise Answers

Completed exercise notebooks will be uploaded after the tutorial. However, there is no singular answer to the exercises. You have an opportunity to draw on your experiences when making recommendations based on results.

Additional Resources and Citations

• Modern Dive

Questions?

Reach out to me on Twitter at mona_kay_.