ONLINE -- MSA-Seminar: Terabyte-scale image analysis with HPC-enabled Deep Learning for building a map of the human brain

Modular Supercomputing Architectures Seminar

Referent: Christian Schiffer, INM-1, Forschungszentrum Jülich

This talk will introduce our work on automated classification of human brain areas in high-resolution microscopic scans of histological brain sections, with a particular focus on the technical workflow running on the HPC systems at JSC.

It will further cover basics of common machine learning frameworks in Python, which enable easy use of NVIDIA GPUs for Deep Learning and other machine learning tasks.
Finally, the talk will cover some more advanced techniques for Deep Learning with large amounts of data, such as distributed training, mixed precision training and gradient checkpointing.

Dieses Seminar wird online über BigBlueButton angeboten: https://webconf.fz-juelich.de/b/and-2jh-qj4

Bei Schwierigkeiten mit der BigBlueButton-Verbindung wird gewechselt auf Streaming über DFNconf: https://www.conf.dfn.de/stream/nr5hm44jym4c4