Distributed Systems
[Closed]
Work description
- Identification and study via surveying the state of the art of federated learning mechanisms; - Identification and study via surveying the state of the art of gossip mechanisms; - Design, implementation, and evaluation of the prototypes for gossip mechanism, relying on simulations toos, their components, or sub-components, namely the integration of federated machine learning mechanisms while using gossip-based data acquisition; - Design, implementation, and evaluation of the prototypes for federated learning mechanism, their components, or sub-components; - Writing and submission of scientific papers; - Writing of doctoral dissertation.
Academic Qualifications
- Be enrolled in a doctoral program in computer science or Informatics Engineering.
Minimum profile required
- Knowledge and experience in using distributed, federated machine learning mechanisms;- Knowledge and experience in Distributed Systems;- Knowledge and experience with Python and Java;- Experience with the following technologies/tools: Peersim, ZeroMQ, TensorFlow, Keras;- Excellent spoken and written use of English language.
Preference factors
- Knowledge and experience in the use of gossip mechanisms; - Knowledge with the following technologies/tools: Flower; - Experience in carrying out distributed system's evaluation.
Application Period
Since 30 Nov 2023 to 15 Dec 2023
[Closed]
Centre
High-Assurance Software