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	<id>https://wiki.cs.hse.ru/index.php?action=history&amp;feed=atom&amp;title=Natural_Language_Processing_Blended_2020_module4</id>
	<title>Natural Language Processing Blended 2020 module4 - История изменений</title>
	<link rel="self" type="application/atom+xml" href="https://wiki.cs.hse.ru/index.php?action=history&amp;feed=atom&amp;title=Natural_Language_Processing_Blended_2020_module4"/>
	<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;action=history"/>
	<updated>2026-09-21T04:31:29Z</updated>
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	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40902&amp;oldid=prev</id>
		<title>Ashestakoff: /* Темы занятий */</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40902&amp;oldid=prev"/>
		<updated>2020-05-05T14:45:13Z</updated>

		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Темы занятий&lt;/span&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 14:45, 5 мая 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l19&quot;&gt;Строка 19:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 19:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar3/seminar-week3.ipynb Week3. Word Embeddings and Topic Modelling]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar3/seminar-week3.ipynb Week3. Word Embeddings and Topic Modelling]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar4/nmt_with_attention_ru_eng.ipynb Week4. Sequence to sequence tasks] &#039;&#039;&#039;, [https://github.com/huggingface/transformers transformers library] &amp;lt; &amp;lt;br/&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40528&amp;oldid=prev</id>
		<title>Ashestakoff в 17:57, 21 апреля 2020</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40528&amp;oldid=prev"/>
		<updated>2020-04-21T17:57:31Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 17:57, 21 апреля 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l18&quot;&gt;Строка 18:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 18:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar3/seminar-week3.ipynb Week3. Word Embeddings and Topic Modelling]&#039;&#039;&#039; &amp;lt;br/&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40347&amp;oldid=prev</id>
		<title>Ashestakoff в 08:59, 15 апреля 2020</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40347&amp;oldid=prev"/>
		<updated>2020-04-15T08:59:30Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 08:59, 15 апреля 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l17&quot;&gt;Строка 17:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 17:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&#039;&#039;&#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039;&lt;/ins&gt;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&#039;&#039;&#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40346&amp;oldid=prev</id>
		<title>Ashestakoff: /* Темы занятий */</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40346&amp;oldid=prev"/>
		<updated>2020-04-15T08:59:18Z</updated>

		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Темы занятий&lt;/span&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 08:59, 15 апреля 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l17&quot;&gt;Строка 17:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 17:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar2/seminar-week2.ipynb Week2. LSTMs]&#039;&#039;&#039; &amp;lt;br/&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40169&amp;oldid=prev</id>
		<title>Ashestakoff в 19:31, 8 апреля 2020</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40169&amp;oldid=prev"/>
		<updated>2020-04-08T19:31:25Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 19:31, 8 апреля 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l16&quot;&gt;Строка 16:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 16:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Темы занятий ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Темы занятий ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&#039;&#039;&#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;(&lt;/del&gt;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;) &lt;/del&gt;&amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&#039;&#039;&#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ), [https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction] &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40168&amp;oldid=prev</id>
		<title>Ashestakoff в 19:31, 8 апреля 2020</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40168&amp;oldid=prev"/>
		<updated>2020-04-08T19:31:13Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 19:31, 8 апреля 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l16&quot;&gt;Строка 16:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 16:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Темы занятий ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Темы занятий ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&#039;&#039;&#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ) &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&#039;&#039;&#039; ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;] ), ([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-nlp-intro.ipynb little nlp introduction&lt;/ins&gt;] ) &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40165&amp;oldid=prev</id>
		<title>Ashestakoff в 14:52, 8 апреля 2020</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=40165&amp;oldid=prev"/>
		<updated>2020-04-08T14:52:11Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;ru&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Предыдущая версия&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Версия от 14:52, 8 апреля 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l16&quot;&gt;Строка 16:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Строка 16:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Темы занятий ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Темы занятий ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&#039;&#039;&#039; &amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&#039;&#039;&#039; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;([https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1-tf2.ipynb tf2 version] ) &lt;/ins&gt;&amp;lt;br/&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
	<entry>
		<id>https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=39815&amp;oldid=prev</id>
		<title>Ashestakoff: Новая страница: «&#039;&#039;&#039;Преподаватель&#039;&#039;&#039; - [https://www.hse.ru/staff/ashestakoff Шестаков Андрей]&lt;br /&gt; &#039;&#039;&#039;Форма обратной связи&#039;&#039;&#039; [https:…»</title>
		<link rel="alternate" type="text/html" href="https://wiki.cs.hse.ru/index.php?title=Natural_Language_Processing_Blended_2020_module4&amp;diff=39815&amp;oldid=prev"/>
		<updated>2020-03-25T16:03:20Z</updated>

		<summary type="html">&lt;p&gt;Новая страница: «&amp;#039;&amp;#039;&amp;#039;Преподаватель&amp;#039;&amp;#039;&amp;#039; - [https://www.hse.ru/staff/ashestakoff Шестаков Андрей]&amp;lt;br /&amp;gt; &amp;#039;&amp;#039;&amp;#039;Форма обратной связи&amp;#039;&amp;#039;&amp;#039; [https:…»&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Новая страница&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;Преподаватель&amp;#039;&amp;#039;&amp;#039; - [https://www.hse.ru/staff/ashestakoff Шестаков Андрей]&amp;lt;br /&amp;gt;&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Форма обратной связи&amp;#039;&amp;#039;&amp;#039; [https://goo.gl/forms/xTfnM328m8ulT4FF2 здесь]&amp;lt;br /&amp;gt;&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;[https://docs.google.com/spreadsheets/d/1FidE8al_7tdQee4GGi-ZxLf24p0Rr4k6L98MRXnkgT4/edit?usp=sharing Оценки]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br /&amp;gt;&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;[https://github.com/shestakoff/hse-nlp-poly Course repo]&amp;lt;br /&amp;gt;&lt;br /&gt;
&amp;lt;br /&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Описание курса ==&lt;br /&gt;
Коллосальный рост доступной текстовой информации ускорил развитие научной области, известной как автоматическая обработка естественного языка (англ. Natural Language Processing). В рамках данного курса студенты ознакомятся к задачами, которые решает NLP как с помощью классических, так и с помощью нейросетевых методов. В частности будут разобраны задачи классификации текстов, выявления именованный сущностей, поиск дубликатов и генерация текстов. В качестве выпускного проекта студентам будет предложено разработать бота-ассистента для поиска по порталу StackOverflow.&lt;br /&gt;
&lt;br /&gt;
Курс основан на онлайн курсе “Natural Language Processing” - https://www.coursera.org/learn/language-processing (платформа - Coursera, разработки – ВШЭ)&lt;br /&gt;
&lt;br /&gt;
Предполагается, что слушатели прошли вводный курс по языку Python, имеют базовые знания по высшей математике (линейная алгебра, мат. анализ) и методам машинного обучения &lt;br /&gt;
&lt;br /&gt;
[https://www.hse.ru/data/2019/09/02/1491598217/program-2862557510-oGAj5KWq63.pdf Программа курса]&lt;br /&gt;
&lt;br /&gt;
== Темы занятий ==&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;[https://colab.research.google.com/github/shestakoff/hse-nlp-poly/blob/master/seminar1/seminar-week1.ipynb Week1. Intro and text classification]&amp;#039;&amp;#039;&amp;#039; &amp;lt;br/&amp;gt;&lt;/div&gt;</summary>
		<author><name>Ashestakoff</name></author>
	</entry>
</feed>