Essays about: "Cost-effective active learning"

Found 4 essays containing the words Cost-effective active learning.

  1. 1. Active learning for text classification in cyber security

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

    Author : Amanda Carp; [2023]
    Keywords : Interactive machine learning; Active learning; Cost-effective active learning; Cyber environment; Interaktiv maskininlärning; Aktiv inlärning; Kostnadseffektiv aktiv inlärning; Cyberdomänen;

    Abstract : In the domain of cyber security, machine learning promises advanced threat detection. However, the volume of available unlabeled data poses challenges for efficient data management. This study investigates the potential for active learning, a subset of interactive machine learning, to reduce the effort required for manual data labelling. READ MORE

  3. 2. Gene Expression Guided Distance Metric Learning for Breast Cancer Whole Slide Image Analysis

    University essay from Lunds universitet/Matematik LTH

    Author : Kajsa Ledesma Eriksson; [2022]
    Keywords : Whole Slide Image; Breast Cancer; Histopathology; Deep Metric Learning; Deep Learning; Image Analysis; Mathematics and Statistics;

    Abstract : Female breast cancer is a complex and heterogeneous disease that accounts for most of the deaths caused by cancer in women worldwide. To stratify breast cancer patients into treatment groups is a challenging task, and in recent years, analysis of the genes active in the tumour has been used in the decision of cancer therapy. READ MORE

  4. 3. Deep Learning for Whole Slide Image Cytology : A Human-in-the-Loop Approach

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Christopher Rydell; [2021]
    Keywords : machine learning; deep learning; cytology; whole slide imaging; deep neural networks; convolutional neural networks; certainty calibration; calibration metrics; active learning; deep active learning; human-in-the-loop;

    Abstract : With cancer being one of the leading causes of death globally, and with oral cancers being among the most common types of cancer, it is of interest to conduct large-scale oral cancer screening among the general population. Deep Learning can be used to make this possible despite the medical expertise required for early detection of oral cancers. READ MORE

  5. 4. Meeting, greeting & seating : a design proposal for Magomeni garden, Dar es Salaam, Tanzania

    University essay from SLU/Dept. of Urban and Rural Development

    Author : Charlotte Sellbrandt; Kajsa Ström; [2014]
    Keywords : Urban parks; Developing countries; Dar es Salaam; Design;

    Abstract : More than fifty percent of the world population today lives in cities, and the pressures of urbanisation are particularly present in developing countries. As landscape architects, it is important to gain knowledge about the effect of urbanisation and ways to prevent the negativities. READ MORE