Sökning: "elastic weight consolidation"

Hittade 5 uppsatser innehållade orden elastic weight consolidation.

  1. 1. Machines Do Not Have Little Gray Cells: : Analysing Catastrophic Forgetting in Cross-Domain Intrusion Detection Systems

    Magister-uppsats, Högskolan i Halmstad/Akademin för informationsteknologi

    Författare :Ramin Valieh; Farid Esmaeili Kia; [2023]
    Nyckelord :Catastrophic Forgetting; Intrusion Detection Systems; Continual Learning;

    Sammanfattning : Cross-domain intrusion detection, a critical component of cybersecurity, involves evaluating the performance of neural networks across diverse datasets or databases. The ability of intrusion detection systems to effectively adapt to new threats and data sources is paramount for safeguarding networks and sensitive information. LÄS MER

  3. 2. Integrating Telecommunications-Specific Language Models into a Trouble Report Retrieval Approach

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Nathan Bosch; [2022]
    Nyckelord :information retrieval; neural ranking; trouble reports; log analysis; natural language processing; informationssökning; neural rangordning; felrapporter; logganalys; naturlig språkbehandling;

    Sammanfattning : In the development of large telecommunications systems, it is imperative to identify, report, analyze and, thereafter, resolve both software and hardware faults. This resolution process often relies on written trouble reports (TRs), that contain information about the observed fault and, after analysis, information about why the fault occurred and the decision to resolve the fault. LÄS MER

  4. 3. Avoiding Catastrophic Forgetting in Continual Learning through Elastic Weight Consolidation

    Kandidat-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Anton Evilevitch; Robert Ingram; [2021]
    Nyckelord :Image classification; DenseNet; Elastic Weight Consolidation; Catastrophic Forgetting; CIFAR100; Bildklassifiering; DenseNet; Elastic Weight Consolidation; Catastrophic Forgetting; CIFAR100;

    Sammanfattning : Image classification is an area of computer science with many areas of application. One key issue with using Artificial Neural Networks (ANN) for image classification is the phenomenon of Catastrophic Forgetting when training tasks sequentially (i.e Continual Learning). LÄS MER

  5. 4. Continual imitation learning: Enhancing safe data set aggregation with elastic weight consolidation

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Andreas Elers; [2019]
    Nyckelord :Elasticweight consolidation; SafeDAGGER; DAGGER; Rehearsal buffer; Self-driving vehicle; Continual learning; Elastisk viktkonsolidering; SafeDAGGER; DAGGER; Repeteringsbuffert; Självkörande fordon; Stegvis inlärning;

    Sammanfattning : The field of machine learning currently draws massive attention due to ad- vancements and successful applications announced in the last few years. One of these applications is self-driving vehicles. A machine learning model can learn to drive through behavior cloning. Behavior cloning uses an expert’s behavioral traces as training data. LÄS MER

  7. 5. Relationship between Shear-Wave Velocity and Consolidation Parameters of Peat

    Uppsats för yrkesexamina på avancerad nivå, Lunds universitet/Geoteknik; Lunds universitet/Institutionen för byggvetenskaper

    Författare :Oskar Markström; [2018]
    Nyckelord :shear wave velocity; peat; constant rate of strain; consolidation parameters; von Post; Technology and Engineering;

    Sammanfattning : There is a need of developing methods for evaluating material parameters for peat. It is hard and costly to obtain undisturbed samples for laboratory testing of the peat. Therefore, in this thesis the possibility of using in situ measurements of the shear wave velocity for first order estimates of the consolidation parameters has been investigated. LÄS MER