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Miscellaneous projects:

  1. The file IMDB_sentiment.ipynb is a somewhat detailed notebook containing some collections of approaches to sentiment analysis using the IMDB dataset.

    • We first define a simple baseline and then compare various deep learning and machine learning approaches. The most successful model is a combination of various models achieving test accuracy of ~92%.
  2. The file ResNet.ipynb is a toy model investigating image classification of the 102flowers dataset using a fine-tuned ResNet50. We look at how "discriminative learning rates" and "progressive resizing" impact training and accuracies of the fine-tuned models.

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Some miscellaneous notebooks

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