Essays about: "supervised learning"

Showing result 16 - 20 of 611 essays containing the words supervised learning.

1. 16. Information Extraction for Test Identification in Repair Reports in the Automotive Domain

   University essay from Uppsala universitet/Institutionen för lingvistik och filologi

   Author : Huang Jie; [2023]
   Keywords : text classification; information retrieval; contrastive learning; prompt-based fine-tuning; large language models;

   Abstract : The knowledge of tests conducted on a problematic vehicle is essential for enhancing the efficiency of mechanics. Therefore, identifying the tests performed in each repair case is of utmost importance. This thesis explores techniques for extracting data from unstructured repair reports to identify component tests. READ MORE

3. 17. Understanding the Robustnessof Self Supervised Representations

   University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

   Author : Johan Rodahl Holmgren; [2023]
   Keywords : Self-Supervision; AI; Robustness; Computer-Vision;

   Abstract : This work investigates the robustness of learned representations of self-supervised learn-ing approaches, focusing on distribution shifts in computer vision. Joint embedding architecture and method-based self-supervised learning approaches have shown advancesin learning representations in a label-free manner and efficient knowledge transfer towardreducing human annotation needs. READ MORE

4. 18. Improvement of Wind Power Forecasting and Prediction of Production Losses Caused by Ice Formation on Wind Turbine Blades : - A Machine Learning Approach

   University essay from Umeå universitet/Institutionen för fysik

   Author : Emelie Sjökvist; [2023]
   Keywords : ;

   Abstract : In the ongoing climate crisis, transitioning to renewable energy sources is essential to manage the increasing energy demand. One such renewable energy source is the weather-dependent energy source, wind power. Many wind farms are located in Cold Climate (CC) regions, known for their vast potential for wind power production. READ MORE

5. 19. Domain Adaptation for Multi-Contrast Image Segmentation in Cardiac Magnetic Resonance Imaging

   University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

   Author : Thomas Proudhon; [2023]
   Keywords : Cardiac Magnetic Resonance Imaging; Deep Learning; Domain Adaptation; Unsupervised Segmentation; Image-to-image Translation;

   Abstract : Accurate segmentation of the ventricles and myocardium on Cardiac Magnetic Resonance (CMR) images is crucial to assess the functioning of the heart or to diagnose patients suffering from myocardial infarction. However, the domain shift existing between the multiple sequences of CMR data prevents a deep learning model trained on a specific contrast to be used on a different sequence. READ MORE

6. 20. A Deep Learning Approach To Vehicle Fault Detection Based On Vehicle Behavior

   University essay from Malmö universitet/Institutionen för datavetenskap och medieteknik (DVMT)

   Author : Rafi Khaliqi; Cozma Iulian; [2023]
   Keywords : Deep learning; attention mechanism; vehicle fault detection; CNN; Bi-LSTM; Bi-GRU; Supervised classification;

   Abstract : Vehicles and machinery play a crucial role in our daily lives, contributing to our transportationneeds and supporting various industries. As society strives for sustainability, the advancementof technology and efficient resource allocation become paramount. READ MORE