Essays about: "Unstructured pruning"

Found 2 essays containing the words Unstructured pruning.

  1. 1. Deep Learning Based Out-of-focus Detection on Surveillance Footage

    University essay from Lunds universitet/Matematik LTH

    Author : Hanna Bengtsson; Teodora Kerac; [2023]
    Keywords : Deep Learning; CNN; Out-of-focus detection; Mathematics and Statistics;

    Abstract : Loss of focus in surveillance cameras can occur due to factors such as environmental aspects, sabotage or system errors. The focus loss leads to degraded footage that is of no use for either post-investigation or automatic video analysis. READ MORE

  3. 2. Unstructured pruning of pre-trained language models tuned for sentiment classification.

    University essay from KTH/Matematisk statistik

    Author : Oscar Nordström; [2022]
    Keywords : Unstructured pruning; transformer; BERT; sentiment classification; natural language processing; neural networks; deep learning; Ostrukturerad pruning; transformer; BERT; sentimentklassifikation; språkbehandling; neurala nätverk; djup inlärning;

    Abstract : Transformer-based models are frequently used in natural language processing. These models are oftenlarge and pre-trained for general language understanding and then fine-tuned for a specific task. Becausethese models are large, they have a high memory requirement and have high inference time. READ MORE