Natural Language Playlist is an intelligent tool that allows users to generate playlists based on language-powered search. Created by Abelardo Riojas, a Data Science graduate student, this tool utilizes textual song metadata to understand musical and cultural traits of songs, making it adept in cataloguing music by genre, lyrical meaning, sonics, and vibe. The user’s language input helps in creating a tailored playlist that corresponds to their specified features. However, for optimal results, it is recommended to focus on broader cultural and musical elements instead of specific artist names or tracks. Additionally, using clear and positive language is encouraged due to the model’s challenges with understanding negations. Unique descriptions, obscure genres or hyper-specific lyrical themes can further enhance the effectiveness of this tool. Whether the goal is to create a playlist of songs for a particular mood, discover new music, or explore a different genre, Natural Language Playlist offers a highly personalised experience to music lovers. For best use, users are advised to log in with Spotify as it enables playlist creation on their Spotify account.