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		<title>Обучаемая векторизация данных - История изменений</title>
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		<updated>2026-07-01T18:11:12Z</updated>
		<subtitle>История изменений этой страницы в вики</subtitle>
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		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108100&amp;oldid=prev</id>
		<title>David Serafimov: /* Обучаемая векторизация и Embedding */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108100&amp;oldid=prev"/>
				<updated>2026-07-01T15:45:28Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Обучаемая векторизация и Embedding&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108099&amp;oldid=prev</id>
		<title>David Serafimov: /* Представления текста */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108099&amp;oldid=prev"/>
				<updated>2026-07-01T15:44:35Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Представления текста&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108098&amp;oldid=prev</id>
		<title>David Serafimov: /* Устойчивость */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108098&amp;oldid=prev"/>
				<updated>2026-07-01T15:43:34Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Устойчивость&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108097&amp;oldid=prev</id>
		<title>David Serafimov: /* Желательные свойства представления */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108097&amp;oldid=prev"/>
				<updated>2026-07-01T15:42:55Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Желательные свойства представления&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108096&amp;oldid=prev</id>
		<title>David Serafimov: /* Информативность */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108096&amp;oldid=prev"/>
				<updated>2026-07-01T15:42:23Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Информативность&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108095&amp;oldid=prev</id>
		<title>David Serafimov: /* Связь с глубиной нейронной сети */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108095&amp;oldid=prev"/>
				<updated>2026-07-01T15:41:49Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Связь с глубиной нейронной сети&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108094&amp;oldid=prev</id>
		<title>David Serafimov: /* Иерархия представлений */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108094&amp;oldid=prev"/>
				<updated>2026-07-01T15:41:19Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Иерархия представлений&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108093&amp;oldid=prev</id>
		<title>David Serafimov: /* Почему промежуточное представление полезно */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108093&amp;oldid=prev"/>
				<updated>2026-07-01T15:40:48Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Почему промежуточное представление полезно&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108090&amp;oldid=prev</id>
		<title>David Serafimov: /* Классический и сквозной подходы */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108090&amp;oldid=prev"/>
				<updated>2026-07-01T15:37:58Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Классический и сквозной подходы&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

	<entry>
		<id>http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108084&amp;oldid=prev</id>
		<title>David Serafimov: /* Классический и сквозной подходы */</title>
		<link rel="alternate" type="text/html" href="http://machinelearning.ru/wiki/index.php?title=%D0%9E%D0%B1%D1%83%D1%87%D0%B0%D0%B5%D0%BC%D0%B0%D1%8F_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85&amp;diff=108084&amp;oldid=prev"/>
				<updated>2026-07-01T15:35:08Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Классический и сквозной подходы&lt;/span&gt;&lt;/p&gt;
</summary>
		<author><name>David Serafimov</name></author>	</entry>

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