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DTSTAMP:20260704T134240Z
UID:87490d65-2b73-440b-9c34-a806d04c3fa8
DTSTART:20210830T060000Z
DTEND:20210831T130000Z
DESCRIPTION:This course will be delivered as an ONLINE EVENT for remote par
 ticipation due to the COVID-19 measures enforced by most European governme
 nts.\n\nDescription\n\nThis course gives a practical introduction to deep 
 learning\, convolutional and recurrent neural networks\, GPU computing\, a
 nd tools to train and apply deep neural networks for natural language proc
 essing\, images\, and other applications.\n\nThe course consists of lectur
 es and hands-on exercises. TensorFlow 2\, Keras\, and PyTorch  will be us
 ed in the exercise sessions. CSC's Notebooks environment will be used on t
 he first day of the course\, and the GPU-accelerated Puhti supercomputer o
 n the second day.\n\nLearning outcome\n\nAfter the course the participants
  should have the skills and knowledge needed to begin applying deep learni
 ng for different tasks and utilizing the GPU resources available at CSC fo
 r training and deploying their own neural networks.\n\nPrerequisites\n\nTh
 e participants are assumed to have working knowledge of Python and suitabl
 e background in data analysis\, machine learning\, or a related field. Pre
 vious experience in deep learning is not required\, but the fundamentals o
 f machine learning are not covered on this course.  Basic knowledge of a 
 Linux/Unix environment will be assumed.\n\nAgenda\n\nDay 1\, Monday 30.8\n
 \n\n	\n	   09.00 – 11.00 Introduction to deep learning and to Notebook
 s\n	\n	\n	   11.00 – 12.00 Multi-layer perceptrons\n	\n\n\n     
           12:00 - 13:00  Lunch\n\n\n	\n	   13.00 – 14.30 Ima
 ge data and convolutional neural networks\n	\n	\n	   14.30 – 16.00 Tex
 t data and recurrent neural networks\n	\n\n\nDay 2\, Tuesday 31.8\n\n\n	\n
 	   09.00 – 10.30 Deep learning frameworks\, GPUs\, batch jobs\n	\n	\n
 	   10.30 – 12.00 Image classification exercises\n	\n\n\n      
          12:00 - 13:00  Lunch\n\n\n	\n	   13.00 – 14.30 Atten
 tion and text categorization exercises\n	\n	\n	   14.30 – 16.00 Cloud\
 , using multiple GPUs\n	\n\n\nLecturers:  \n\nMarkus Koskela (CSC)\,  Ka
 tja Mankinen (CSC)\, Mats Sjöberg (CSC)\n\nLanguage:  English\nPrice: 
           Free of charge (2 training days)\n\nREGISTRATION is OBL
 IGATORY since the details to access the online course will be provided to 
 the registered and accepted attendees only. If you have registered to this
  course and you are not able to attend\, please CANCEL your registration i
 n advance by sending an email to patc@csc.fi\nhttps://events.prace-ri.eu/e
 vent/1239/
SUMMARY:[ONLINE] Practical Deep Learning @ CSC
URL;VALUE=URI:https://events.prace-ri.eu/event/1239/
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