SAS Deep Learning From Toolkit to Fast Model

Agenda Deep Learning @SAS Deep Learning Toolkit SAS DLPy Copyright © SAS Institute Inc.

Deep Learning More Compute Power Larger Data Sets More Complex Models Copyright © SAS

AI Use Cases Person/Object Identification Three-Dimensional Scans 1 2 3 4 Traffic Surveillance Insurance

SAS Deep Learning Toolkit ✓ Component of SAS® Visual Data Mining and Machine Learning

SAS DL Compute Platform Copyright © SAS Institute Inc. All rights reserved.

SAS Deep Learning Model Types Deep Neural Networks Convolutional Neural Networks Recurrent Neural Networks

Deep Learning Process Model Definition Data Optimization Copyright © SAS Institute Inc. All rights

SAS Deep Learning Capabilities • • • Tabular Sequence Time Series Image Audio Text

Deploying SAS DL Model Train ETL Store Enrich Score Automated Response Copyright © SAS

Introducing DLPy SAS Deep Learning Python API • • High-level, open source, deep learning

DLPy Demo Copyright © SAS Institute Inc. All rights reserved.

Questions Copyright © SAS Institute Inc. All rights reserved.

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SAS Deep Learning Toolkit ✓ Component of SAS® Visual Data Mining and Machine Learning ✓ Flexible Interfaces: CASL, Python, R, REST ✓ In Memory Computations with GPUs or CPUs ✓ Easy Deployment of Big Models Copyright © SAS Institute Inc. All rights reserved.

SAS Deep Learning Model Types Deep Neural Networks Convolutional Neural Networks Recurrent Neural Networks Feedforward Neural Networks Le. Net LSTM VGG GRU Res. Net Yolo Copyright © SAS Institute Inc. All rights reserved. Autoencoder Neural Networks

SAS Deep Learning Capabilities • • • Tabular Sequence Time Series Image Audio Text • • • Batch Norm Concatenate Convolution Fully Connected Pooling Projection Recurrent Reshape Residual Scale Keypoints Detection • • • VGG Dense. Net Res. Net Yolo v 1 Yolo v 2 Vanilla RNN LSTM GRU Bidirectional RNN Copyright © SAS Institute Inc. All rights reserved. • • • Regression Classification Forecasting Auto-encoder Object Detection Keypoints Detection Speech-to-Text Sequence labeling Text generation

Introducing DLPy SAS Deep Learning Python API • • High-level, open source, deep learning and image processing Python API Enables fast prototyping and experimentation on deep neural networks • Ability to import Keras and Caffe models • https: //github. com/sassoftware/python-dlpy DLPy Image Processing Convolutional Neural Networks Recurrent Neural Networks Time Series Forecasting Object Detection Deep Neural Networks Text Audio SAS Cloud Analytic Services (CAS) Copyright © SAS Institute Inc. All rights reserved.