This module equips students with the knowledge and practical skills to design, implement, and evaluate artificial intelligence (AI) solutions across real-world contexts. Learners will explore a range of problem scenarios where applied AI techniques can enhance efficiency, automation, and decision-making. The module covers the full AI solution lifecycle from problem definition and data collection to model development, evaluation, and deployment while addressing practical constraints and ethical considerations in implementation. Students will gain hands-on experience using industry-standard tools and libraries commonly employed in the AI field.