Essays about: "reproducible-experiments"

Found 2 essays containing the word reproducible-experiments.

  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. Efficient and Cost-effective Workflow Based on Containers for Distributed Reproducible Experiments

    University essay from KTH/Skolan för informations- och kommunikationsteknik (ICT)

    Author : Shelan Perera; [2016]
    Keywords : docker; orchestration; container; workflow; cloud; reproducible-experiments;

    Abstract : Reproducing distributed experiments is a challenging task for many researchers. There are many factors which make this problem harder to solve. In order to reproduce distributed experiments, researchers need to perform complex deployments which involve many dependent software stacks with many configurations and manual orchestrations. READ MORE