Essays about: "Performance Tuning"

Showing result 1 - 5 of 349 essays containing the words Performance Tuning.

  1. 1. AI-based image generation: The impact of fine-tuning on fake image detection

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

    Author : Nick Hagström; Anders Rydberg; [2024]
    Keywords : Fake image detection; LoRA; DreamBooth; Stable Diffusion; Image generation;

    Abstract : Machine learning-based image generation models such as Stable Diffusion are now capable of generating synthetic images that are difficult to distinguish from real images, which gives rise to a number of legal and ethical concerns. As a potential measure of mitigation, it is possible to train neural networks to detect the digital artifacts present in the images synthesized by many generative models. READ MORE

  2. 2. Key Sentence Extraction From CRISPR-Cas9 Articles Using Sentence Transformers

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

    Author : Sandra Henningsson; Brage Stranden Lae; [2023-11-09]
    Keywords : NLP; Transformers; CRISPR; semantic search; keyphrase extraction;

    Abstract : The annotation of CRISPR-related articles and extraction of key content has traditionally relied on manual efforts. Manual annotation is error-prone and timeconsuming. This thesis presents an alternative approach using transfer learning and pre-trained models based on the Transformer architecture. READ MORE

  3. 3. The Impact of Deep Neural Network Pruning on the Hyperparameter Performance Space: An Empirical Study

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

    Author : Jonna Matthiesen; [2023-10-24]
    Keywords : Compression; Deep Learning; DNN; Hyperparameters; Optimization; Pruning; Hyperparameter Optimisation; Hyperparameter Tuning;

    Abstract : With the continued growth of deep learning models in terms of size and computational requirements, the need for efficient models for deployment on resource-constrained devices becomes crucial. Structured pruning has emerged as a proven method to speed up models and reduce computational requirements. READ MORE

  4. 4. Evaluating and optimizing Transformer models for predicting chemical reactions

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

    Author : Siva Manohar Koki; Supriya Kancharla; [2023-10-23]
    Keywords : Chemformer; transformer; evaluation; explainable AI; fine-tuning; machine learning;

    Abstract : In this thesis, we assess the effectiveness of a transformer model specifically trained to predict chemical reactions. The model, named Chemformer, is a sequence-tosequence model that uses the transformer’s encoder and decoder stacks. READ MORE

  5. 5. Tuning the Snare Drum

    University essay from Göteborgs universitet/Högskolan för scen och musik

    Author : Simon Arriola Segura; [2023-06-19]
    Keywords : Tuning; colour; tone; snare drum; orchestral percussion;

    Abstract : The percussion in the orchestra is always seen as the rhythmic section and the section which gives different colours and effects to the main melody. No one really thinks about the tuning of the percussion instruments but on the timpani. READ MORE