Essays about: "STACKn"

Found 2 essays containing the word STACKn.

  1. 1. An Open-Source Framework for Large-Scale ML Model Serving

    University essay from Uppsala universitet/Avdelningen för beräkningsvetenskap

    Author : Petter Sigfridsson; [2022]
    Keywords : Model Serving; Machine Learning; MLOps; DevOps; Distributed Computing Infrastructure; System Scalability and Performance; Cloud Infrastructure; Open-Source Software; Horizontal Scalability; Data Engineering; Cloud Computing; AI; Data Science;

    Abstract : The machine learning (ML) industry has taken great strides forward and is today facing new challenges. Many more models are developed, used and served within the industry. Datasets that models are trained on, are constantly changing. READ MORE

  3. 2. 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