Yes, participants in the AI & Machine Learning Bootcamp can specialize in NLP by focusing on NLP courses and projects. Bootcamps often offer elective courses or allow participants to choose project topics related to NLP. This specialization allows participants to deepen their understanding of NLP techniques and apply them to real-world language processing challenges.