Essays about: "Average Precision score"

Showing result 1 - 5 of 46 essays containing the words Average Precision score.

1. 1. Leveraging CNN for Automated Peak Picking in Untargeted Metabolomics without Parameter Dependencies

   University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

   Author : Vivian Wang; Lidia Yalew; [2023-10-19]
   Keywords : Deep learning; Convolutional neural network; LC-MS; Peak Detection; Metabolomics; Faster R-CNN;

   Abstract : Metabolomics is a scientific discipline that involves the thorough analysis of small molecules, known as metabolites, found within a biological system. Furthermore, liquid chromatography-mass spectrometry (LC-MS) is a commonly used analytical technique in metabolomics for analysing biological samples due to its broad coverage of the measurable metabolome. READ MORE

3. 2. Audio Anomaly Detection in Cars

   University essay from Göteborgs universitet/Institutionen för matematiska vetenskaper

   Author : Asma Hussein; [2023-09-11]
   Keywords : Audio Anomaly detection; Outlier detection; Machine learning; Mel Frequency; Chroma;

   Abstract : Audio anomaly detection in the context of car driving is a crucial task for ensuring vehicle safety and identifying potential faults. This paper aims to investigate and compare different methods for unsupervised audio anomaly detection using a data set consisting of recorded audio data from fault injections and normal "no fault" driving. READ MORE

4. 3. The influence of data annotation process requirements on performance criteria of ML models

   University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

   Author : Maab Mohammedali; Muntasir Adam; [2023-08-03]
   Keywords : ;

   Abstract : The data annotation process is a critical step in the development of machine learning (ML) models, as it entails labeling data to help supervised learning. This study investigates the impact of data annotation process requirements on the performance of ML models. READ MORE

5. 4. 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

6. 5. Categorization of Historical Photographs using Convolutional Neural Networks

   University essay from Uppsala universitet/Institutionen för informationsteknologi

   Author : Aron Freyr Heiðarsson; [2023]
   Keywords : ;

   Abstract : The goal of this project is to explore the possibilities of using Convolutional Neural Networks (CNN) on historical photographs taken in Sweden to determine a feasible way of automatically detecting the studio that the photograph was taken in. Photographs supplied by The City Faces Project were used for this purpose. READ MORE