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| Name | Detecting AI-Generated Voices: Deepfake Detection App using AI Models |
| Video Uploader | Video From AI Anytime |
| Upload Date | This Video Uploaded At 27-05-2023 14:12:47 |
| Video Discription | In this video, we explore an important aspect of deepfake detection by building a Streamlit Python application that can detect the likelihood of a voice sample being generated by an AI model. Voice deepfakes have become increasingly prevalent, making it crucial to have tools that can help identify artificially generated audio. We start by leveraging the power of a classifier model used in Tortoise TTS, a popular text-to-speech system. With some additional modifications, we repurpose this classifier to serve as the backbone for our voice detection app. We delve into the intuition behind text-to-speech models, explaining concepts such as autoregressive generation, encoder models, and the feedback loop. This understanding provides the foundation for detecting AI-generated voices effectively. Using the Streamlit framework, we create an intuitive user interface where users can upload audio files for analysis. The app processes the uploaded audio samples and applies the classifier model to determine the likelihood of AI generation. The results are presented to the user, indicating the probability of the audio being AI-generated. Throughout the video, we emphasize the importance of responsible and ethical use of such detection mechanisms. While the classifier provides a strong signal for identifying AI-generated voices, it is essential to exercise critical judgment and consider it as one tool among many in the fight against deepfakes. Let's empower ourselves to combat the growing challenges posed by AI-generated voice deepfakes. Don't forget to like, comment, and subscribe to AI Anytime for more exciting AI-related content. Tortoise TTS: https://github.com/neonbjb/tortoise-tts/tree/main Huggingface Link: https://huggingface.co/jbetker/tortoise-tts-v2 AI Anytime GitHub: https://github.com/AIAnytime Screengrab: https://drive.google.com/file/d/18BfXICKzT873HjJpNxvdKbfMv5psh1tm/view?usp=share_link Learn how to create Deepfake Video: 1. https://www.youtube.com/watch?v=lRH2ciE12Go 2. https://www.youtube.com/watch?v=J6dP_63qfHQ&t=23s LLM Playlist: https://www.youtube.com/watch?v=OapJ7rOV2Ho&list=PLrLEqwuz-mRIdlmvhddd7nGiNh8exqsBG WhatsApp Group (For all things AI, Jobs/Internships, etc.): https://chat.whatsapp.com/EDnAeyBL18G... Your Queries:- what is deepfake deepfake video deepfake ai generated voice ai generation voice sample voice generation audio generation AI generation AI audio generation AI model new AI models new AI model deepfake detection text to speech voice cloning what is voice cloning tortoise TTS model tortoise TTS generative AI model generative AI LLM large language model ethical AI ethical and responsible AI #youtube #ai #python |
| Category | Science & Technology |
| Tags | what is deepfake | deepfake video | deepfake | ai generated voice | ai generation | voice sample | voice generation | audio generation | AI generation | AI audio generation | AI model | new AI models | new AI model | deepfake detection | text to speech | voice cloning | what is voice cloning | tortoise TTS model | generative AI model | generative AI | LLM | large language model | ethical AI | ethical and responsible AI | Detecting AI-Generated Voices: Deepfake Detection App using AI Models |
