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  • Feb 10, 2022

    Long short term memory. Seq2Seq in machine translation.

    Tags: RNN | tricks

    Long short term memory architecture for working with sequences. Sequence to sequence model for example machine translation task and trick for faster training of decoder.

  • Jul 19, 2021

    Word2Vec. CBOW and Skip gram.

    Tags: NLP | embedding

    Method for getting simple contextual but interpretable word embeddings in which may conduct arithmetical operations and find distance between them.

  • May 10, 2021

    U-Net. Couple of tricks for image segmentation.

    Tags: CV | segmentation | tricks

    FCN-similar network for image segmentation and also a few tricks which may improve segmentation and other CV solutions.

  • Jan 15, 2021

    Fully convolutional networks based models.

    Tags: CV | segmentation

    Article essence for FCN in which im introduced in segmentation and explain the fully convolutional networks needed for segmentation tasks.

  • Dec 1, 2020

    Improve ResNet. ResNeXt and SEResNeXt architectures.

    Tags: CV | feature extractor

    New powerful blocks and techniques for ResNet which improve score and decrease count of parameters. New type of convolution.

  • Nov 25, 2020

    ResNet architecture. Residual blocks.

    Tags: CV | feature extractor

    It's pilot note. Simple and not bad image feature extractor network with low count of parameters that realise powerful idea of skip connections.

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