Essays about: "Kubeflow"

Found 2 essays containing the word Kubeflow.

1. 1. An Empirical Study on AI Workflow Automation for Positioning

   University essay from Linköpings universitet/Programvara och system

   Author : Hannes Jämtner; Stefan Brynielsson; [2022]
   Keywords : MLOps; ML; AI; Machine Learning; Artificial Intelligence; Radio Antenna Positioning; MLOps Maturity Levels; Radio Access Network; RAN; Kubeflow; KServe; DVC; Data Version Control; MinIO; Kubernetes; Kind; Docker;

   Abstract : The maturing capabilities of Artificial Intelligence (AI) and Machine Learning (ML) have resulted in increased attention in research and development on adopting AI and ML in 5G and future networks. With the increased maturity, the usage of AI/ML models in production is becoming more widespread, and maintaining these systems is more complex and likely to incur technical debt when compared to standard software. READ MORE

3. 2. Evaluation of MLOps Tools for Kubernetes : A Rudimentary Comparison Between Open Source Kubeflow, Pachyderm and Polyaxon

   University essay from Uppsala universitet/Institutionen för informationsteknologi

   Author : Anders Köhler; [2022]
   Keywords : MLOps; machine learning; Kubernetes; cloud computing; cloud native; Kubernetes native; MLOps; maskininlärning; Kubernetes; molnberäkning; cloud native; Kubernetes native;

   Abstract : MLOps and Kubernetes are two major components of the modern-day information technology landscape, and their impact on the field is likely to grow even stronger in the near future. As a multitude of tools have been developed for the purpose of facilitating effortless creation of cloud native MLOps solutions, many of them have been designed, to varying degrees, to integrate with the Kubernetes system. READ MORE