title: Ð Ð°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ ÑÐ¸Ð½ÑÐµÐ·Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÑ Ð°ÑÐ´Ð¸Ð¾ÑÐ°Ð¹Ð»Ð¾Ð² Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ°
titleType: Subtitle
title: Detection of synthesized audio files using machine learning
Creators: name: ÐÐµÑÑÐ¾Ð²Ð°, ÐÐ»ÐµÐ½Ð°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2025
Subjects: ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ ÑÐ¸Ð½ÑÐµÐ·Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÑ Ð°ÑÐ´Ð¸Ð¾Ð´Ð°Ð½Ð½ÑÑ
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°ÑÐ´Ð¸Ð¾Ð´Ð°Ð½Ð½ÑÑ
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ Ð°ÑÐ´Ð¸Ð¾Ð´Ð°Ð½Ð½ÑÑ
deepfake audio detection
audio processing
machine learning
audio classification

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description: The purpose of the study is the detection of synthesized audio files created with the use of machine learning and neural networks. The subject of the study is detection methods of synthesized audio files created with the use of machine learning and deep neural networks. The research set the following goals: 1. Studying the current solutions in the field of recognition of synthesized audio files using machine learning techniques. 2. Studying the characteristics of audio files and state-of-the-art solutions for extracting high-level features from audio files. 3. Development of recognition method for synthesized audio files. 4. Evaluating the accuracy of the proposed method for detecting synthesized audio files and making a comparative analysis with existing solutions. During the work the characteristics of audio files have been studied and solutions for extracting features from audio files have been analyzed. Current researches in the field of synthesized audio recognition have been analyzed. The work resulted in development of a tool for recognition of synthesized audio files. An experiment was conducted on a test dataset and it was found that the proposed method has high accuracy for the task of synthesized audio file recognition. The results could be used as a base for the detection of artificially created audio files.