Essays about: "Jacob Åslund"

Found 2 essays containing the words Jacob Åslund.

  1. 1. Zero/Few-Shot Text Classification : A Study of Practical Aspects and Applications

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Jacob Åslund; [2021]
    Keywords : zero-shot learning; few-shot learning; text classification; active learning; automated data labeling; interpretable machine learning; deep learning; NLP; NLU; zero-shot learning; few-shot learning; textklassificering; aktiv inlärning; automatiserad datamärkning; tolkningsbar maskininlärning; djupinlärning; NLP; NLU;

    Abstract : SOTA language models have demonstrated remarkable capabilities in tackling NLP tasks they have not been explicitly trained on – given a few demonstrations of the task (few-shot learning), or even none at all (zero-shot learning). The purpose of this Master’s thesis has been to investigate practical aspects and potential applications of zero/few-shot learning in the context of text classification. READ MORE

  3. 2. Compression of Generative Networks for Single Image Super-Resolution

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Jacob Åslund; Anton Dahlin; [2020]
    Keywords : ;

    Abstract : In this research project we have compressed the model size of a generative neural network trained to upscale low resolution images. After first training a large network for this task, we used knowledge distillation to train smaller networks to approximate its output. READ MORE