Essays about: "ADAM EKSTRÖM"

Found 2 essays containing the words ADAM EKSTRÖM.

  1. 1. Increasing Reproducibility Through Provenance, Transparency and Reusability in a Cloud-Native Application for Collaborative Machine Learning

    University essay from Uppsala universitet/Avdelningen för datorteknik

    Author : Adam Ekström Hagevall; Carl Wikström; [2021]
    Keywords : Machine Learning; MLOps; STACKn; Reproducibility; Replicability; Provenance; Transparency; Reusability; Kubernetes; Cloud-Native; Open Source; Software Engineering;

    Abstract : The purpose of this thesis paper was to develop new features in the cloud-native and open-source machine learning platform STACKn, aiming to strengthen the platform's support for conducting reproducible machine learning experiments through provenance, transparency and reusability. Adhering to the definition of reproducibility as the ability of independent researchers to exactly duplicate scientific results with the same material as in the original experiment, two concepts were explored as alternatives for this specific goal: 1) Increased support for standardized textual documentation of machine learning models and their corresponding datasets; and 2) Increased support for provenance to track the lineage of machine learning models by making code, data and metadata readily available and stored for future reference. READ MORE

  3. 2. Identifying barriers in a technologicalshift : The introduction of battery- electric buses in Swedish publictransport

    University essay from KTH/Hållbarhet och industriell dynamik

    Author : ADAM EKSTRÖM; ROBERT REGULA; [2016]
    Keywords : Battery Electric Bus; BEB; Electric Vehicle; EV; Electrification of Public transport; Technological transition; Multi Layer Perspective; reverse salient.; Batteri-elbuss; elfordon; elektrifiering av kollektivtrafik; teknologisk förändring; Flerskiktsanalys;

    Abstract : Concern regarding sustainability and climate change is increasing, which is forcing countries world-wide to take action. The Swedish government has set a goal of fossil-free tra_c until 2030. Battery Electric Buses (BEB) might be one of the solutions needed in order to reach this goal. However, currently its prevalence is at an early stage. READ MORE