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This video tutorial demonstrates how to automatically transcribe multiple audio and video files for free using an application called Speech Translate, powered by open AIS whisper. The application is currently only available on Windows. The user can download either the CPU or GPU version, with the GPU version recommended for those with supported graphics cards. The tutorial shows how to download, extract, and use the CPU version of the application to transcribe files efficiently.