Essays about: "Design interpretability"

Showing result 1 - 5 of 7 essays containing the words Design interpretability.

  1. 1. Explainable AI for Multi-Agent Control Problem

    University essay from Mälardalens universitet/Akademin för innovation, design och teknik

    Author : Hanna Prokopova; [2023]
    Keywords : ;

    Abstract : This report presents research on the application of policy explanation techniques in the context of coordinated reinforcement learning (CRL) for mobile network optimization. The goal was to improve the interpretability and comprehensibility of decision-making processes in multi-agent environments, with a particular focus on the Remote Antenna Tilt (RET) problem. READ MORE

  3. 2. Explainability to enhance creativity : A human-centered approach to prompt engineering and task allocation in text-to-image models for design purposes

    University essay from Luleå tekniska universitet/Institutionen för ekonomi, teknik, konst och samhälle

    Author : Celina Burlin; [2023]
    Keywords : ;

    Abstract : As the power, utility, and prevalence of generative AI technologies continue to grow, the debate on whether and how designers should incorporate text-image models into the design process is gaining momentum. To ensure productivity, creativity, and human values, this project seeks to address design interaction and task allocation between designers, and generative AI models become essential. READ MORE

  4. 3. Do Judge a Book by its Cover! : Predicting the genre of book covers using supervised deep learning. Analyzing the model predictions using explanatory artificial intelligence methods and techniques.

    University essay from Linköpings universitet/Datorseende

    Author : Alice Velander; David Gumpert Harrysson; [2021]
    Keywords : Convolutional neural network; Book cover; Explanatory artificial intelligence;

    Abstract : In Storytel’s application on which a user can read and listen to digitalized literature, a user is displayed a list of books where the first thing the user encounters is the book title and cover. A book cover is therefore essential to attract a consumer’s attention. READ MORE

  5. 4. Scalable Architecture for Automating Machine Learning Model Monitoring

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

    Author : Javier de la Rúa Martínez; [2020]
    Keywords : Model Monitoring; Streaming; Scalability; Cloud-native; Data Drift; Outliers; Machine Learning; Modellövervakning; Streaming-metod; Skalbarhet; Molnbaserad; Dataskift; Outlierupptäckt; Maskininlärning;

    Abstract : Last years, due to the advent of more sophisticated tools for exploratory data analysis, data management, Machine Learning (ML) model training and model serving into production, the concept of MLOps has gained more popularity. As an effort to bring DevOps processes to the ML lifecycle, MLOps aims at more automation in the execution of diverse and repetitive tasks along the cycle and at smoother interoperability between teams and tools involved. READ MORE

  6. 5. Methodology Development for Topology Optimization of Power Transfer Unit Housing Structures

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Povendhan Palanisamy; [2020]
    Keywords : Topology Optimization; Design interpretability; Housing structure; Design Volume; Response Functions and Parameters; Topologioptimering; designtolkbarhet; husstruktur; designvolym; svarsfunktioner och parametrar;

    Abstract : Simulation driven design is a method and process that has been developed over many years, and with today’s advanced software, the possibility to embed simulation into the design process has become a reality. The advantages of using simulation driven design in the product development process is well known and compared to a more traditional design process, the simulation driven design process can give the user the possibility to explore, optimize and design products with reduced lead time. READ MORE