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Commits on Jul 19, 2021

• Visualize Prediction masks

  alimoezzi

  committed
  da5177e

• Install packages and use ToTensorV2

  alimoezzi

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• Directly download dataset from Kaggle

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• 🚸 Train model using Pytorch Lightning

  alimoezzi

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• Update gitignore to ignore lightning logs

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• ✨ Implement unet model using 3 upsampling and downsampling features

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• 🚸 transform data and load into pytorch dataloader

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Commits on Jul 18, 2021

• 🗃 Import and resize images

  alimoezzi

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• ✨ Semantic segmentation using U-Net model

  alimoezzi

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Commits on Jun 1, 2021

• ✨ Visualize attention

  alimoezzi

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• calculate bleu score over random sample

  alimoezzi

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• Save model as loss improves

  alimoezzi

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• ✨ Machine Translation using seq2seq with attention

  alimoezzi

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• 🚸 Train the model

  alimoezzi

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• 🚸 print translated example sentence at the end of every epoch

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Commits on May 16, 2021

• ✨ implement training loop

  alimoezzi

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• ✨ Add helper function for traslating a sentence and bleu score calculation

  alimoezzi

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Commits on Apr 23, 2021

• 🚸 Integrate decoder and encoder in seq2seq class

  alimoezzi

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• 🚸 Implement decoder

  alimoezzi

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• 🚸 Implement encoder

  alimoezzi

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• 🚸 Generating batches

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Commits on Apr 22, 2021

• 🚸 text preprocessing

  alimoezzi

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• ✨ seq2seq Machine translation pytorch

  alimoezzi

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• fine tune twitter sentiment analysis

  alimoezzi

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Commits on Apr 6, 2021

• measure model separability using roc

  alimoezzi

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• Lemmatize tokens

  alimoezzi

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• Fine tune the model using SHERPA

  alimoezzi

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• Change Tweets dataset

  alimoezzi

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• Fix error on running report on GPU

  alimoezzi

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• Add weights for each of our class

  alimoezzi

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• Calulate accuracy and recall and display confusion matrix

  alimoezzi

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Commits on Apr 5, 2021

• checking how balance is the testset

  alimoezzi

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• softmax output in word segmentation

  alimoezzi

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• init new hidden layer for each batch

  alimoezzi

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• Visualize embedding layer

  alimoezzi

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