  The focus is on critical problems in NLP related to linguistic diversity and
variation across the African continent, specifically with regards to African
local dialects and Arabic dialects that have received little attention. We
evaluated our various approaches, demonstrating their effectiveness while
highlighting the potential impact of the proposed approach on businesses
seeking to improve customer experience and product development in African local
dialects. The idea of using the model as a teaching tool for product-based
instruction is interesting, as it could potentially stimulate interest in
learners and trigger techno entrepreneurship. Overall, our modified approach
offers a promising analysis of the challenges of dealing with African local
dialects. Particularly Arabic dialects, which could have a significant impact
on businesses seeking to improve customer experience and product development.
