September 22, 2019

SAS Demo | Deep Learning with Python (DLPy) and SAS Viya for Computer Vision



In this SAS demo, you’ll learn about the SAS Deep Learning Python API, or DLPy for short. This series will focus on the newest computer vision models supported by DLPy. DLPy enables data scientists familiar with Python to take advantage of the deep learning and computer vision features in SAS Viya.

DLPy is available at – https://github.com/sassoftware/python-dlpy

These section may be watch in any order.

00:00 – Introduction to the Deep Learning with Python (DLPy) and SAS Viya for Computer Vision video

01:55 – Leverage Functional APIs to Build Complex Models
Leverage the Functional API with DLPy to build complex models for feature extraction, including a ResNet model.

06:39 – Image Segmentation with U-Net
Image segmentation is achieved with a U-Net model to track soccer players.

11:28 – Object Detection with Faster R-CNN
DLPy supports object detection with Faster R-CNN using VGG16 as the backbone network.

19:18 – Image Classification with ShuffleNet and MobileNet
DLPy supports MobileNet and ShuffleNet and compares the performance of those models with a ResNet50 model.

27:28 – Multi-class Deep Learning for Image Tagging – Training
Multi-task learning is performed for training in the retail domain for product recommendations.

35:28 – Multi-class Deep Learning for Image Tagging – Inferencing
Multi-task learning is performed for inferencing in the retail domain for product recommendations.

Related Content
DLPy is available at – https://github.com/sassoftware/python-dlpy
ESPPy is available at – https://github.com/sassoftware/python-esppy

Prerequisites
• Python version 3 or greater is required
• Install SAS Scripting Wrapper for Analytics Transfer (SWAT) for Python – https://github.com/sassoftware/python-swat
• Access to a SAS Viya 3.4 environment with Visual Data Mining and Machine Learning (VDMML) is required – https://www.sas.com/en_us/software/visual-data-mining-machine-learning.html

More on DLPy
SAS Demo | Deep Learning with Python (DLPy) and SAS Viya – https://www.youtube.com/watch?v=RJ0gbsB7d_8

Learn More about SAS Software
SAS Visual Data Mining and Machine Learning Free Trial – https://www.sas.com/tryvdmml

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