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DTSTART;TZID=UTC:20240129T090000
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SUMMARY:Introduction to Deep Learning
DESCRIPTION:You will learn how deep neural networks work and how they are optimised. During our hands-on sessions\, you will get the chance to work on our high-performance systems and train neural networks to solve an image classification problem. We cover different neural network architectures: from a basic fully connected network\, to a convolutional neural network and variational auto-encoders (time permitting). \nThe language of instruction is English. \nSign up\n\n\n\n\nWhat will you learn in this course?\n\nUnderstand how a neuron and neural network work\nUnderstand how a neural network is trained\nInvestigate the effect of hyperparameters on the performance of neural networks\nWorking with a high-level machine learning API (Keras)\n\nFor whom.\nAnyone who is interested in deep learning\, but has no (or little) current experience & knowledge. \nPrerequisites\n\nPython\nBasic linear algebra\nBasic statistics\n\nTopics\n\nNeural network: basic principles\n\nHow does a neuron work?\nFully connected networks\nTraining/optimising a neural network\n\n\nConvolutional neural networks (CNNs)\n(Variational) Auto-encoders\n\nThis training is a collaboration between SURF and the UvA\, sponsored by EuroCC. \n\n\n\n\n\nSign in
URL:https://eurocc-netherlands.nl/calendar/introduction-to-deep-learning-2/
LOCATION:UvA campus (Science Park) A1.16\, Amsterdam\, 1012 WP\, Netherlands
CATEGORIES:Training
ATTACH;FMTTYPE=image/png:https://eurocc-netherlands.nl/wp-content/uploads/2024/01/Introduction-to-Deep-Learning.png
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