Essays about: "Integrated Gradients"

Found 5 essays containing the words Integrated Gradients.

  1. 1. Explainable AI For Predictive Maintenance

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Nellie Karlsson; My Bengtsson; [2022]
    Keywords : Predictive Maintenance; Artificial Intelligence; AI; Explainable Artificial Intelligence; XAI; Integrated Gradients; LIME; SHAP; Deep Learning; Machine Learning; Recurrent Neural Network; RNN; Long Short-term Memory; LSTM; GRU; Multilayer Perceptron; MLP;

    Abstract : As the complexity of deep learning model increases, the transparency of the systems does the opposite. It may be hard to understand the predictions a deep learning model makes, but even harder to understand why these predictions are made. READ MORE

  3. 2. Exploring attribution methods explaining atrial fibrillation predictions from sinus ECGs : Attributions in Scale, Time and Frequency

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Svante Sörberg; [2021]
    Keywords : Explainable Artificial Intelligence XAI ; Explainability; Paroxysmal Atrial Fibrillation; Feature Attribution; Förklaringsbar Artificiell Intelligens; Förklarbarhet; Paroxysmalt Förmaksflimmer; Särdragsattribution;

    Abstract : Deep Learning models are ubiquitous in machine learning. They offer state-of- the-art performance on tasks ranging from natural language processing to image classification. The drawback of these complex models is their black box nature. It is difficult for the end-user to understand how a model arrives at its prediction from the input. READ MORE

  4. 3. Explainable Antibiotics Prescriptions in NLP with Transformer Models

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Omar Emilio Contreras Zaragoza; [2021]
    Keywords : Transformer models; NLP; Explainable AI; Medical domain; Antibiotics prescription; SHAP; Integrated Gradients; Transformatormodeller; NLP; förklarbar AI; medicinsk domän; antibiotikarecept; SHAP; Integrated Gradients;

    Abstract : The overprescription of antibiotics has resulted in bacteria resistance, which is considered a global threat to global health. Deciding if antibiotics should be prescribed or not from individual visits of patients’ medical records in Swedish can be considered a text classification task, one of the applications of Natural Language Processing (NLP). READ MORE

  5. 4. Improving thermal fracture resistance in ceramic microcomponents for spacecraft propulsion

    University essay from Uppsala universitet/Ångström Space Technology Centre (ÅSTC)

    Author : Erika Åkerfeldt; [2018]
    Keywords : HTCC; MEMS; MST; microthruster; thermal fracture;

    Abstract : Because of thermal transients and gradients occurring upon rapid heating or cooling, microcomponents made from High-Temperature Co-fired Ceramics (HTCC) often fail at temperatures far below what the materials can withstand per se. This work investigates how resistance to thermal fracture in HTCC microcomponents can be increased by improving the component design, aiming at increasing the thermal performance of a microthruster with integrated heaters. READ MORE

  6. 5. Fler nyanser av grönt och blått : hur hållbar dagvattenhantering kan rymmas i Malmös täta stadsväv

    University essay from SLU/Dept. of Landscape Architecture, Planning and Management (from 130101)

    Author : Elise Eriksson; Anna Lyth; [2015]
    Keywords : dagvattenhantering; hållbar dagvattenhantering; extrema regn; översvämningsproblematik;

    Abstract : Den 31 augusti 2014 drabbades Malmö av ett kraftigt skyfall som orsaka de översvämningar på flera håll runt om i staden. Översvämningarna resulterade i skador på infrastruktur och bebyggelse men också i minskad framkomlighet i trafiken. READ MORE