Anne-Marie Kermarrec

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anne-marie.kermarrec@epfl.ch +41 21 693 12 97

EPFL IC IINFCOM SACS
BC 162 (Bâtiment BC)
Station 14
CH-1015 Lausanne

Web site: Web site: https://www.epfl.ch/labs/sacs/

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Administrative data

Teaching & PhD

Teaching

Computer Science

PhD Programs

Doctoral program in computer and communication sciences

Courses

Systems for data science

Big data systems design and implementation :

  • Distributed systems for data science
  • Data management : locality, accesses, partioning, replication
  • Distributed Machine Learning Systems : federated learning/parameter server/decentralized learning
  • Massively parallel processing operations

Larg


Topics in Machine Learning Systems

This course will cover the latest technologies, platforms and research contributions in the area of machine learning systems. The students will read, review and present papers from recent venues across the systems for ML spectrum.

Topics on Datacenter Design

Modern datacenters with thousands of servers and multi-megawatt power budgets form the backbone of our digital universe. ln this course, we will survey a broad and comprehensive spectrum of datacenter design topics from workloads, to server architecture and infrastructure.