What are some common pitfalls or challenges when implementing explainability in machine learning models, and how can they be overcome?

Instruction: Discuss the challenges faced during the implementation of explainability features and propose solutions to these challenges.

Context: This question assesses the candidate's awareness of potential obstacles in promoting model transparency and their problem-solving skills in addressing these issues.