We are excited to have you join us in August at the 2017 RMACC HPC Symposium.

Please note: This schedule is subject to change prior to the event. 
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Thursday, August 17 • 3:00pm - 4:30pm
Modeling Time Series Data with Recurrent Neural Networks in Keras

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One important area of current research is the use of deep neural networks to classify or forecast time-series data. Time-series data is produced in large volumes from sensors in a variety of application domains including Internet of Things (IoT), cyber security, data center management and medical patient care. In this lab, you will learn how to create training and testing datasets using electronic health records in HDF5 (hierarchical data format version five) and prepare datasets for use with recurrent neural networks (RNNs), which allows modeling of very complex data sequences. You will then construct a long-short term memory model (LSTM), a specific RNN architecture, using the Keras library running on top of Theano to evaluate model performance against baseline data.​


Thursday August 17, 2017 3:00pm - 4:30pm

Attendees (10)