Essays about: "learning domains"

Showing result 1 - 5 of 183 essays containing the words learning domains.

1. 1. An In-Depth study on the Utilization of Large Language Models for Test Case Generation

   University essay from Umeå universitet/Institutionen för datavetenskap

   Author : Nicole Johnsson; [2024]
   Keywords : Large Language Models; Test Case Generation; Retrieval Augmented Generation; Machine Learning; Generative AI;

   Abstract : This study investigates the utilization of Large Language Models for Test Case Generation. The study uses the Large Language model and Embedding model provided by Llama, specifically Llama2 of size 7B, to generate test cases given a defined input. READ MORE

3. 2. Self-Supervised Learning for Tabular Data: Analysing VIME and introducing Mix Encoder

   University essay from Lunds universitet/Fysiska institutionen

   Author : Max Svensson; [2024]
   Keywords : Machine Learning; Self-supervised learning; AI; Physics; Medicine; Physics and Astronomy;

   Abstract : We introduce Mix Encoder, a novel self-supervised learning framework for deep tabular data models based on Mixup [1]. Mix Encoder uses linear interpolations of samples with associated pretext tasks to form useful pre-trained representations. READ MORE

4. 3. Mutual Enhancement of Environment Recognition and Semantic Segmentation in Indoor Environment

   University essay from

   Author : Venkata Vamsi Challa; [2024]
   Keywords : Semantic Segmentation; Scene Classification; Environment Recognition; Machine Learning; Deep Learning; Image Classification; Vision Transformers; SAM Segment Anything Model ; Image Segmentation; Contour-aware semantic segmentation;

   Abstract : Background:The dynamic field of computer vision and artificial intelligence has continually evolved, pushing the boundaries in areas like semantic segmentation andenvironmental recognition, pivotal for indoor scene analysis. This research investigates the integration of these two technologies, examining their synergy and implicayions for enhancing indoor scene understanding. READ MORE

5. 4. Exploring adaptation of self-supervised representation learning to histopathology images for liver cancer detection

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

   Author : Markus Jonsson; [2024]
   Keywords : Self-supervised learning; Representation learning; Computer vision;

   Abstract : This thesis explores adapting self-supervised representation learning to visual domains beyond natural scenes, focusing on medical imaging. The research addresses the central question: "How can self-supervised representation learning be specifically adapted for detecting liver cancer in histopathology images?" The study utilizes the PAIP 2019 dataset for liver cancer segmentation and employs a self-supervised approach based on the VICReg method. READ MORE

6. 5. Risk analysis of implementing Machine Learning in construction projects

   University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

   Author : Aki Roy; [2024]
   Keywords : Construction; Machine Learning; Unstructured Data; Image Processing; Text Processing; Project Analysis; Data Management; Risk Identification;

   Abstract : Machine Learning has significantly influenced development across domains by leveraging incoming and existing data. However, despite its advancements, criticism persists regarding its failure to adequately address real-world problems, with the construction domain being an example. READ MORE