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Dr. Furkan Gzkara from the Software Engineering Courses channel presents the ultimate guide for free speech-to-text transcription on Windows 10 using Whisper, a speech recognition model by OpenAI. Whisper supports 99 languages and can generate subtitles and translations to English from any supported language. Instructions for downloading and using Whisper are provided, along with a demonstration on transcribing videos. OpenAI is highlighted as an artificial intelligence company behind Whisper's release.