Additional resources are available here:

• ELI5's documentation: https://eli5.readthedocs.io/en/latest/index.html
• Lundberg, S. M., & Lee, S. I. (2017). A unified approach to interpreting model predictions. In Advances in Neural Information Processing Systems (pp. 4765-4774).
• Ribeiro, Marco Tulio, Singh, Sameer, and Guestrin, Carlos. "Why should I trust you?: Explaining the predictions of any classifier." Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 2016.
• Saabas, Ando. Interpreting random forests. http://blog.datadive.net/interpreting-random-forests/
• Strobl, C., Boulesteix, A. L., Kneib, T., Augustin, T., & Zeileis, A. (2008). Conditional variable importance for random forests. BMC Bioinformatics, 9(1), 307.
• The treeinterpreter library: https://github.com/andosa/treeinterpreter