Slides and other material for Cincinnati-Dayton useR presentation on interpretable machine learning with R
Slides, code, and data for Interpretable Machine Learning presented September 18, 2018 at the Cincinnati-Dayton UseR meet up. Launch slides
It is not enough to identify a machine learning model that optimizes predictive performance. Rather, understanding the models logic with global and local interpretability approaches is necessary for our model to be trusted and adopted for business decisions. This intermediate-to-advanced R presentation will introduce you to the concept of interpretable machine learning and various practical approaches to extract unique insights about the underlying logic of machine learning models.
After presentation, learners will be able to
A strong understanding of programming in R and fundamental knowledge of machine learning models are required for success in this training.
The following is an outline of the material covered in this training: