Abstract Today, intelligent systems that offer artificial intelligence capabilities often rely on machine learning. Machine learning describes the capacity of systems to learn from problem-specific training data to automate the process of analytical model building and solve associated tasks. Deep learning is a machine learning concept based on artificial neural networks. For many applications, deep learning models outperform shallow machine learning models and traditional data analysis approaches. In this article, we summarize the fundamentals of machine learning and deep learning to generate a broader understanding of the methodical underpinning of current intelligent systems. In particular, we provide a conceptual distinction between relevant terms and concepts, explain the process of automated analytical model building through machine learning and deep learning, and discuss the challenges that arise when implementing such intelligent systems in the field of electronic markets and networked business. These naturally go beyond technological aspects and highlight issues in human-machine interaction and artificial intelligence servitization.


    Access

    Access via TIB


    Export, share and cite



    Title :

    Machine learning and deep learning


    Contributors:

    Published in:

    Publication date :

    2021




    Type of media :

    Article (Journal)


    Type of material :

    Electronic Resource


    Language :

    English



    Classification :

    BKL:    83.72 Verkehrswirtschaft / 85.40 Marketing




    Automatic Question Tagging using Machine Learning and Deep learning Algorithms

    Prajapati, Mihir / Nakrani, Mitul / Vyas, Tarjni et al. | IEEE | 2022


    METHOD FOR TRAINING A DEEP-LEARNING-BASED MACHINE LEARNING ALGORITHM

    HIREMATH AMULYA / RAKITSCH BARBARA / GUERSUN GONCA et al. | European Patent Office | 2023

    Free access

    Unmanned vehicle machine vision deep learning system

    CHEN QIAOSONG / ZHU XIAOLANG / PARK CHANG HO | European Patent Office | 2024

    Free access

    DYNAMIC SYSTEM CONTROL USING DEEP MACHINE LEARNING

    MATEI ION / MINHAS RAJINDERJEET SINGH / DE KLEER JOHAN et al. | European Patent Office | 2022

    Free access