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HPC and deep learning labs in Microsoft Azure Cloud |
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Instructor: four speakers (Microsoft)
Title: HPC and deep learning labs in Microsoft Azure Cloud
Target audience: general
Course plan:
- High-value research computing scenarios and strategies
- Considerations of cloud vs. on-premise computing
- CPU, Storage, Networking
- Data movement & governance considerations
- National Oceanic and Atmospheric Administration (NOAA) case study
- MPI InfiniBand cluster in Azure Cloud
- HPC Hands-On Lab: running jobs on the cluster
- Deep Learning Lab: introduction to machine learning, deep learning & AI
- use cases (brain segmentation, text extraction, etc)
- common deep-learning architectures: CNN, RNN, LSTM
- common frameworks (TensorFlow, CNTK, Caffe, etc)
- Summary & wrap up
Duration: 3 hours
Level: beginner
Prerequisites:
Setup:
- Cluster reservation:
- Cluster space:
- Cluster software:
- Laptop software: