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ДатаЗанятиеТемаДЗТест
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Lecture 00:Вводное занятие
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06.02.2025Lecture 01:Introduction to Natural Language ProcessingТест 1.
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11.02.2025Practice 01:Practice:дедлайн 20.02.2025 23:59
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Python Programming & NumPy & Jupyter Notebook
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NLTK
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13.02.2025Lecture 02:Machine Learning Basics and Text ClassificationТест 2.
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18.02.2025Practice 02:Practice:дедлайн 27.02.2025 23:59
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PyTorch & Logistic Regression
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20.02.2025Lecture 03:Word EmbeddingsДЗ 1 word2vecТест 3.
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25.02.2025Practice 03:Practice:дедлайн 13.03.2025 23:59дедлайн 06.03.2025 23:59
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Word2Vec, Doc2Vec
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27.02.2025Lecture 04:Convolutional Neural NetworksДЗ 2 классификация текстовТест 4.
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04.03.2025Practice 04:Practice:дедлайн 03.04.2025 23:59дедлайн 13.03.2025 23:59
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Text Classification with CNNs
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06.03.2025Lecture 05:Recurrent Neural NetworksТест 5.
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11.03.2025Practice 05:Practice:дедлайн 20.03.2025 23:59
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Topiс Modeling and Visualization
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13.03.2025Lecture 06:Statistical Machine TranslationТест 6.
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18.03.2025Practice 06:Practice:дедлайн 27.03.2025 23:59
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Neural Networks Tips and Tricks
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Regularizations
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Dropout
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Initialization
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20.03.2025Lecture 07:TransformersТест 7.
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25.03.2025Practice 07:Practice:дедлайн 03.04.2025 23:59
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Transformer-based models
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27.03.2025Lecture 08:Large Language ModelsТест 8.
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01.04.2025Practice 08:Practice:дедлайн 10.04.2025 23:59
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LLMs and their applications in NLP tasks
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03.04.2025Lecture 09:Консультация по проектамFinal Projects
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15.04.2025Practice 09:Practice:дедлайн 29.05.2025 23:59
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BiLSTM + CRF for Named Entity Recognition (NER)
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10.04.2025Lecture 10:
Additional Topics: A. Hidden Markov Models and Tagging
Тест 9. (optional)
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22.04.2025Practice 10:Practice:дедлайн 24.04.2025 23:59
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Advanced techniques in topic modeling
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24.04.2025Lecture 11:Additional Topics: B. Topic ModelingТест 10. (optional)
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29.04.2025Practice 11:Practice:дедлайн 01.05.2025 23:59
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RAG and retrieval-based approaches
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30.04.2025Lecture 12:Additional Topics: C. Conversational AIТест 11. (optional)
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06.05.2025Practice 12:Practice:дедлайн 08.05.2025 23:59
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Laguage Models for Code
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