Summary
This brings us to the end of the chapter. In this chapter, we discussed LIME, one of the most widely adopted frameworks in XAI. Throughout this chapter, we discussed the intuition behind the workings of the algorithm and some important properties of the algorithm that make the generated explanations human-friendly. Additionally, we saw an end-to-end tutorial on how to use LIME for a practical use case to provide explainability to a black-box classification model. Even though we discussed some limitations of the LIME algorithm, due to its simplicity, LIME is still one of the most popular and widely used XAI frameworks. Hence, it is very important for us to discuss this algorithm and have a thorough understanding of the workings of the framework.
In the next chapter, we will apply the LIME framework to solve other types of machine learning problems using different types of datasets.