Build a beginner-friendly song recommendation engine using Qdrant vector search and audio embeddings to match music based on genres and metadata. Learn to generate embeddings from audio files and store them in Qdrant's vector database for efficient searching and recommendations. Follow comprehensive step-by-step instructions in this 45-minute tutorial to implement a complete music recommendation system while gaining hands-on experience with vector search technology.