Essays about: "FedAvg"

Showing result 1 - 5 of 6 essays containing the word FedAvg.

1. 1. Classifying femur fractures using federated learning

   University essay from Linköpings universitet/Statistik och maskininlärning

   Author : Hong Zhang; [2024]
   Keywords : Atypical femur fracture; Federated Learning; Neural Network; Classification;

   Abstract : The rarity and subtle radiographic features of atypical femoral fractures (AFF) make it difficult to distinguish radiologically from normal femoral fractures (NFF). Compared with NFF, AFF has subtle radiological features and is associated with the long-term use of bisphosphonates for the treatment of osteoporosis. READ MORE

3. 2. Experiments of Federated Learning on Raspberry Pi Boards

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

   Author : Simon Sondén; Farhad Madadzade; [2022]
   Keywords : Federated Learning; Raspberry Pi; FedAvg; Decentralized; Machine Learning; Convolutional Neural Network; PyTorch;

   Abstract : In recent years, companies of all sizes have become increasingly dependent on customer user data and processing it using machine learning (ML) methods. These methods do, however, require the raw user data to be stored locally on a server or cloud service, raising privacy concerns. READ MORE

4. 3. Effects of Local Data Distortion in Federated Learning

   University essay from Umeå universitet/Institutionen för datavetenskap

   Author : Fredrik Peteri Harr; [2022]
   Keywords : federated learning; machine learning; neural networks; distortion;

   Abstract : This study explored how clients with distorted data affected the Federated Learning process using the FedAvg and FedProx algorithms. Different amounts of the three distortions, Translation, Rotation, and Blur, were tested using three different Machine Learning models. READ MORE

5. 4. Implementation of Federated Learning on Raspberry Pi Boards : Implementation of Compressed FedAvg to reduce communication cost on Raspberry Pi Boards

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

   Author : Rini Apriyanti Purba; [2021]
   Keywords : Federated Learning; Raspberry Pi; FedAVG; IoT; AI; Communication-Efficiency; Federated Learning; Raspberry Pi; FedAVG; IoT; AI; Kommunikations-Effektivitet;

   Abstract : With the development of intelligent services and applications enabled by Artificial Intelligence (AI), the Internet of Things (IoT) is infiltrating many aspects of our everyday lives. The usability of phones and tablets is largely increasing as the primary computing device, since the powerful sensors allow these devices to have access to an unprecedented amount of data. READ MORE

6. 5. Implementation of Federated Learning on Raspberry Pi Boards : Implementation of Federated Learning on Raspberry Pi Boards with Paillier Encryption

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

   Author : Wenhao Wang; [2021]
   Keywords : Federated Learning; FedAvg; Raspberry Pi; Paillier algorithm.; FL; FedAvg; RPi; Paillier.;

   Abstract : The development of innovative applications of Artificial Intelligence (AI) is inseparable from the sharing of public data. However, as people strengthen their awareness of the protection of personal data privacy, it is more and more difficult to collect data from multiple data sources and there is also a risk of leakage in unified data management. READ MORE