Essays about: "Distributed storage"

Showing result 11 - 15 of 203 essays containing the words Distributed storage.

  1. 11. Cloud-native storage solutions for Kubernetes : A performance comparison

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Filip Andersson; [2023]
    Keywords : Kubernetes; distributed storage; storage performance; benchmark; cloud-native; bandwidth; latency; IOPS;

    Abstract : Kubernetes is a container orchestration system that has been rising in popularity in recent years. The modular nature of Kubernetes allows the usage of different storage solutions, and for cloud environments, cloud-native distributed storage solutions maybe attractive due to their redundant nature. READ MORE

  2. 12. Faster Reading with DuckDB and Arrow Flight on Hopsworks : Benchmark and Performance Evaluation of Offline Feature Stores

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Ayushman Khazanchi; [2023]
    Keywords : Machine Learning; Feature Store; Distributed Systems; MLOps;

    Abstract : Over the last few years, Machine Learning has become a huge field with “Big Tech” companies sharing their experiences building machine learning infrastructure. Feature Stores, used as centralized data repositories for machine learning features, are seen as a central component to operational and scalable machine learning. READ MORE

  3. 13. Federated Learning for edge computing : Real-Time Object Detection

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Ardit Memia; [2023]
    Keywords : Federated Learning; Artificial Intelligence; Machine Learning; Edge computing; Object Detection; Decentralized AI;

    Abstract : In domains where data is sensitive or private, there is a great value in methods that can learn in a distributed manner without the data ever leaving the local devices. Federated Learning (FL) has recently emerged as a promising solution to collaborative machine learning challenges while maintaining data privacy. READ MORE

  4. 14. Content Based Video Encoding Based on Spatial and TemporalInformation

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Theofanis Papakonstantinou; [2023]
    Keywords : ;

    Abstract : A significant amount of video content is produced today that needs to be stored, distributed, andstreamed globally in a cost-effective way. This relies on video compression, a process performedby encoding software that remove spatial redundancy, the similarities within a frame, andtemporal redundancy, the similarities between temporarily adjacent frames. READ MORE

  5. 15. Sizing and dispatch optimization for PV BESS systems in specific markets

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Natalia Triunfo; [2023]
    Keywords : ;

    Abstract : The consistent rise in electricity demand, coupled with the degradation of our planet's resources, has driven the growth of renewable energy. Various strategies are being implemented to facilitate the transition to renewable sources, encompassing initiatives such as increasing transmission lines, developing energy storage technologies, or combining different renewable energies. READ MORE