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This video tutorial explores fine-tuning YOLOv5 using a custom dataset, assessing its performance on test images. YOLOv5 refers to You Only Look Once, with version 5 being the latest. There is currently controversy surrounding the project's naming. The tutorial focuses on the YOLOv5 repository by Ultralytics, which is written in Python and well-implemented.