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Found 2 essays matching the above criteria.

1. 1. Multi-Label Text Classification with Transfer Learning for Policy Documents : The Case of the Sustainable Development Goals

   University essay from Uppsala universitet/Institutionen för lingvistik och filologi

   Author : Samuel Rodríguez Medina; [2019]
   Keywords : machine learning; deep neural networks; transfer learning; text classification; sustainable development goals; sdgs;

   Abstract : We created and analyzed a text classification dataset from freely-available web documents from the United Nation's Sustainable Development Goals. We then used it to train and compare different multi-label text classifiers with the aim of exploring the alternatives for methods that facilitate the search of information of this type of documents. READ MORE

3. 2. APPLICATIONS OF DEEP LEARNING IN TEXT CLASSIFICATION FOR HIGHLY MULTICLASS DATA

   University essay from Uppsala universitet/Statistiska institutionen

   Author : Adam Grünwald; [2019]
   Keywords : ULMFiT; Neural Networks; NLP; LSTM; Transfer Learning;

   Abstract : Text classification using deep learning is rarely applied to tasks with more than ten target classes. This thesis investigates if deep learning can be successfully applied to a task with over 1000 target classes. A pretrained Long Short-Term Memory language model is fine-tuned and used as a base for the classifier. READ MORE