The biggest 2024 Algeria datathon, organized by the club 'School Of Ai Algiers', took place on the 27th, 28th, and 29th of June 5 real-world challenges were introduced in this event, and here are 3 notebooks that gave excellent results on those challenges. We hope everyone can benefit from this contribution.