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DTSTART;TZID=UTC:20230516T093000
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SUMMARY:Machine Learning on HPC systems (1 day)
DESCRIPTION:You want to train a neural network for your research project\, and have just gotten access to a high performance cluster with a lot of powerful hardware. Great! But\, how can you make sure that you’ll use these (expensive!) resources effectively? In this course\, you will learn how to get the most results out of the computational budget you were granted. \n  \n\n\n\nIn this course you will learn:\n\nHow to set up your software environment\, and why the preinstalled software modules are useful;\nHow the file I/O might limit your training speed\, and how to overcome that;\nAbout the technical capabilities of modern day CPUs and GPUs (reduced precision datatypes\, vector/matrix instructions);\nHow to find bottlenecks in your code through creating a (PyTorch) profile;\nHow to use multiple CPUs or GPUs in a single training (parallel computing for deep learning).\n\nWho?\nMachine Learning researchers whose requirements for training their neural networks have outgrown their local computer\, and are using or planning to use a high performance computing cluster (such as Snellius) to train their models. \nPrerequisites\n\nBasic knowledge in PyTorch\, TensorFlow or a similar framework;\nBasic knowledge on Python programming. Some experience in using Jupyter notebooks is desireable\, but not essential;\nBasic knowledge in using a high performance computing cluster (see our course ‘Introduction to cluster and supercomputing);\nSpecifically: know how to submit a job\, and how to interact with the module environment.\n\n\n\n\nSign up: https://events.surf.nl/kort4/open/8e6e2802-7165-479f-ae4e-be242555961e  *Please note\, registration closes May 15! 
URL:https://eurocc-netherlands.nl/calendar/machine-learning-on-hpc-systems-1-day/
LOCATION:SURF Amsterdam\, Science Park 140\, Amsterdam\, 1098 XG\, Netherlands
CATEGORIES:Training
ATTACH;FMTTYPE=image/jpeg:https://eurocc-netherlands.nl/wp-content/uploads/2023/04/Machine-Learning-Training-16-may.jpeg
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