Sökning: "vertical federated learning"

Hittade 2 uppsatser innehållade orden vertical federated learning.

1. 1. STUDY OF DISTRIBUTED/FEDERATED LEARNING APPROACHES WITH RANDOM FOREST FOR SENSOR FAILURE DETECTION IN MANUFACTURING ENVIRONMENT

   Kandidat-uppsats, Mälardalens universitet/Akademin för innovation, design och teknik

   Författare :Andreas Karlsson; [2023]
   Nyckelord :;

   Sammanfattning : In a manufacturing environment, the continuous operation of production lines is of most importance to ensure optimal productivity and profitability. To maintain efficiency and safety, production lines often rely on systems that utilize data from sensors placed around the manufacturing process. LÄS MER

3. 2. Decentralized machine learning on massive heterogeneous datasets : A thesis about vertical federated learning

   Uppsats för yrkesexamina på avancerad nivå, Uppsala universitet/Avdelningen för systemteknik

   Författare :Oskar Lundberg; [2021]
   Nyckelord :machine learning; federated learning; vertical federated learning; splitNN; decentralized machine learning; vFL; artificial intelligence;

   Sammanfattning : The need for a method to create a collaborative machine learning model which can utilize data from different clients, each with privacy constraints, has recently emerged. This is due to privacy restrictions, such as General Data Protection Regulation, together with the fact that machine learning models in general needs large size data to perform well. LÄS MER