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https://github.com/deepmipt/dp_tutorials


https://github.com/deepmipt/dp_tutorials

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# DeepPavlov tutorials

* [DeepPavlov: Sentence Classification with Word Embeddings](https://colab.research.google.com/github/deepmipt/dp_tutorials/blob/master/Tutorial_1_Sentence_classification_with_word_embeddings.ipynb)

* [DeepPavlov: Transfer Learning with BERT. Classification, Tagging, QA, Zero-shot transfer to 103 languages](http://colab.research.google.com/github/deepmipt/dp_tutorials/blob/master/Tutorial_2_DeepPavlov_BERT_transfer_learning.ipynb)

* [DeepPavlov: Hybrid Bot](https://colab.research.google.com/github/deepmipt/dp_tutorials/blob/master/Tutorial_3_Hybrid_bot.ipynb)

* [How to solve NLP tasks with DeepPavlov using BERT-based models](https://colab.research.google.com/github/deepmipt/dp_tutorials/blob/master/Tutorial_RAAI_Summer_School.ipynb)

* [DeepPavlov: Классификация текстов с использованием векторных представлений](https://colab.research.google.com/github/deepmipt/dp_tutorials/blob/master/russian_tutorials/Tutorial_1_RU_%D0%9A%D0%BB%D0%B0%D1%81%D1%81%D0%B8%D1%84%D0%B8%D0%BA%D0%B0%D1%86%D0%B8%D1%8F_%D1%82%D0%B5%D0%BA%D1%81%D1%82%D0%BE%D0%B2.ipynb)

* [Классификатор на основе BERT архитектуры](https://colab.research.google.com/github/deepmipt/dp_tutorials/blob/master/russian_tutorials/Tutorial_3_RU_Fine_tuning_BERT_classifier.ipynb)

# DeepPavlov slides

* [Introduction to Neural Networks for NLP. Word Embeddings](https://docs.google.com/presentation/d/1JkYNMlyZsN4PyDipMfnZLg_99JpLrAgSGDsjAMHHkEQ/edit?usp=sharing)
* [Advanced Topics in NLP: Unsupervised Pre-training, Transfer Learning](https://docs.google.com/presentation/d/1BQW4MfammNmD7LVTcxLSQxNGBjQBed7aZ_imAFJsqnU/edit?usp=sharing)
* [Goal-oriented Dialog
Systems](https://docs.google.com/presentation/d/1TbGHJJf7HgGWKnNY8U08_oVE23KwKSr0iiNVb95vtU0/edit?usp=sharing)

* [NLP tasks with DeepPavlov](https://docs.google.com/presentation/d/1GWffYmOi6VjqrkFdXo3gb8GbWBML1k3ECkfvPEg_NYQ/edit?usp=sharing)

* [Векторные представления текстов. Классификация текстов](https://docs.google.com/presentation/d/1zfalXzzWyl4Xpd6DIbdDOaIeghfZnLh0mRAyVelGLGM/edit?usp=sharing)

* [Архитектуры на основе attention. Contextulaized embeddings](https://docs.google.com/presentation/d/1kAUxbURxDhuxT2vT9tyEsO_mzrJutbLet5OhkCMtUpg/edit?usp=sharing)