title: ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¼ÑÐ»ÑÑÐ¸Ð¼ÐµÐ´Ð¸Ð¹Ð½Ð¾Ð³Ð¾ ÐºÐ¾Ð½ÑÐµÐ½ÑÐ° (100 Ð¿ÑÐ¸Ð¼ÐµÑÐ¾Ð² Ð½Ð° Python)
title: Ð¼Ð¾Ð½Ð¾Ð³ÑÐ°ÑÐ¸Ñ
titleType: Subtitle
title: Applications of neural networks for multimedia processing (100 Python examples)
Creators: name: ÐÐ¾Ð»Ð¾Ð´ÑÐºÐ¾Ð², Ð¡ÐµÑÐ³ÐµÐ¹
Publisher: name: ÐÐÐÐÐ¢ÐÐ¥-ÐÐ ÐÐ¡Ð¡
Year: 2025
Subjects: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
Python

description: Ð Ð¼Ð¾Ð½Ð¾Ð³ÑÐ°ÑÐ¸Ð¸ Ð¸Ð·Ð»Ð°Ð³Ð°ÑÑÑÑ Ð²Ð¾Ð¿ÑÐ¾ÑÑ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¼ÑÐ»ÑÑÐ¸Ð¼ÐµÐ´Ð¸Ð¹Ð½Ð¾Ð³Ð¾ ÐºÐ¾Ð½ÑÐµÐ½ÑÐ°. Ð Ð¿ÑÐµÐ´ÑÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð°Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸ ÑÐµÐ´Ð°ÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð´Ð°Ð½Ð½ÑÑ ÐºÑÐ¾Ð¼Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÑÑ ÑÑÐ½ÐºÑÐ¸Ð¸ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐº OpenMP, FFmpeg Ð¸ Ð´ÑÑÐ³Ð¸Ñ. ÐÑÐ¸Ð²ÐµÐ´ÐµÐ½Ñ 100 Ð¿ÑÐ¸Ð¼ÐµÑÐ¾Ð² Ð¿Ð¾Ð»Ð½Ð¾ÑÑÑÑ ÑÐ°Ð±Ð¾ÑÐ¸Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼, Ð½Ð°Ð¿Ð¸ÑÐ°Ð½Ð½ÑÑ Ð½Ð° ÑÐ·ÑÐºÐµ Python. ÐÑÐ¸Ð¼ÐµÑÑ ÑÐ°Ð·Ð´ÐµÐ»ÐµÐ½Ñ Ð¿Ð¾ Ð³Ð»Ð°Ð²Ð°Ð¼: Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¿ÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ°Ð¹Ð»Ð¾Ð² ÐºÐ°ÑÑÐ¸Ð½Ð¾Ðº, Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¿ÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð²Ð¸Ð´ÐµÐ¾ÑÐ°Ð¹Ð»Ð¾Ð², Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ ÑÐ°Ð±Ð¾ÑÑ Ñ ÑÐµÐºÑÑÐ¾Ð¼ Ð¸ Ð°ÑÐ´Ð¸Ð¾ÑÐ°Ð¹Ð»Ð°Ð¼Ð¸, Ð° ÑÐ°ÐºÐ¶Ðµ Ð¿ÑÐ¸Ð²Ð¾Ð´ÑÑÑÑ Ð¿ÑÐ¸Ð¼ÐµÑÑ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸ Ð¿ÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÐ´Ð¸Ð¹Ð½ÑÑ ÑÐ°Ð¹Ð»Ð¾Ð² Ð² ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÑ Ð¿ÑÐ¸ÐºÐ»Ð°Ð´Ð½ÑÑ Ð·Ð°Ð´Ð°ÑÐ°Ñ. ÐÑÐµÐ´ÑÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÐµ Ð¿ÑÐ¸Ð¼ÐµÑÑ ÑÐ²Ð»ÑÑÑÑÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð°Ð¼Ð¸, ÐºÐ¾ÑÐ¾ÑÑÐµ Ð½Ð°Ð¿Ð¸ÑÐ°Ð½Ñ ÑÑÑÐ´ÐµÐ½ÑÐ°Ð¼Ð¸ ÐÑÑÑÐµÐ¹ ÑÐºÐ¾Ð»Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð¹ Ð¸Ð½Ð¶ÐµÐ½ÐµÑÐ¸Ð¸ Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¾Ð³Ð¾ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¾Ð³Ð¾ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑÐ° ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾. ÐÐ¾Ð½Ð¾Ð³ÑÐ°ÑÐ¸Ñ Ð¿ÑÐµÐ´Ð½Ð°Ð·Ð½Ð°ÑÐµÐ½Ð° Ð´Ð»Ñ Ð½Ð°ÑÐ¸Ð½Ð°ÑÑÐ¸Ñ Ð¸Ð½Ð¶ÐµÐ½ÐµÑÐ¾Ð² Ð¸ ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ¾Ð² Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¿ÑÐ¾ÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð¸ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð²Ð¸Ð´ÐµÐ¾ÑÐ¸ÑÑÐµÐ¼ Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð¸ Ð·Ð²ÑÐºÐ°. ÐÑÐ¸Ð¼ÐµÑÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼ Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑ Ð¿Ð¾Ð·Ð½Ð°ÐºÐ¾Ð¼Ð¸ÑÑÑÑ Ñ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÑÐ¼Ð¸ Ð¿Ð¾ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹, ÑÐ¿ÑÐ¾ÑÑÐ¸ÑÑ Ð¸Ð·ÑÑÐµÐ½Ð¸Ðµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¿ÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÐ´Ð¸Ð¹Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. ÐÐ¾Ð½Ð¾Ð³ÑÐ°ÑÐ¸Ñ Ð¼Ð¾Ð¶ÐµÑ Ð±ÑÑÑ Ð¿Ð¾Ð»ÐµÐ·Ð½Ð° ÑÑÑÐ´ÐµÐ½ÑÐ°Ð¼, Ð¿ÑÐ¾ÑÐ¾Ð´ÑÑÐ¸Ð¼ Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÑ Ð¿Ð¾ Ð½Ð°Ð¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸ÑÐ¼ 09.03.01 Â«ÐÐ½ÑÐ¾ÑÐ¼Ð°ÑÐ¸ÐºÐ° Ð¸ Ð²ÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐµÑÐ½Ð¸ÐºÐ°Â», 09.03.04 Â«ÐÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð°Ñ Ð¸Ð½Ð¶ÐµÐ½ÐµÑÐ¸ÑÂ».
description: The monograph discusses the application of neural networks for multimedia content processing. In addition to neural networks, the presented algorithms for data processing and editing use functions from libraries such as OpenMP, FFmpeg, and others. It includes 100 fully working program examples written in Python. The examples are divided into chapters: image file transformation algorithms, video file transformation algorithms, text and audio file manipulation algorithms, as well as examples of using media file processing and transformation algorithms in various applied tasks. These examples are programs written by students of the Higher School of Software Engineering at Peter the Great St. Petersburg Polytechnic University. The monograph is intended for beginner engineers and specialists in the field of designing and applying video systems for image and sound processing. The program examples allow readers to explore the capabilities of applying neural networks and simplify the study of media data transformation algorithms. This monograph can be useful for students studying in the following specialties: 09.03.01 âInformatics and Computer Science,â 09.03.04 âSoftware Engineeringâ.