• Read in and build deep learning models for image, text, audio and time series data.

  • High-level APIs for:
  • Deep neural networks for tabular data.
  • Image classification and regression.
  • Object detection.
  • RNN-based tasks – text classification, text generation and sequence labeling.
  • RNN-based time series processing and modeling.

• Processing audio files and training deep learning algorithms to create a language model for speech recognition applications.
• Predefined network architectures such as LeNet, VGG, ResNet, DenseNet, Darknet, Inception and YoloV2 and Tiny_Yolo. And many are provided with pre-trained weights!
• Enhanced data visualization such as heat maps and feature maps to aid in the interpretation of deep learning computer vision models.
• Import and export deep learning models in ONNX format.

Leverage the Functional API with DLPy to build complex models for feature extraction, including a ResNet model

Leverage the Functional API with DLPy to build complex models for feature extraction, including a ResNet model

Image segmentation is achieved with a U-Net model to track soccer players

Image segmentation is achieved with a U-Net model to track soccer players

DLPY supports object detection with Faster R-CNN using VGG16 as the backbone network

DLPY supports object detection with Faster R-CNN using VGG16 as the backbone network

DLPy supports MobileNet and ShuffleNet and compares the performance of those models with a ResNet50 model

DLPy supports MobileNet and ShuffleNet and compares the performance of those models with a ResNet50 model

Multi-task learning is performed for training in the retail domain for product recommendations

Multi-task learning is performed for training in the retail domain for product recommendations

Multi-task learning is performed for inferencing in the retail domain for product recommendations

Multi-task learning is performed for inferencing in the retail domain for product recommendations

DLPy and SAS Viya - Introduction

Introduction

DLPy and SAS Viya - Image Classification with Convolutional Neural Networks

Image Classification with Convolutional Neural Networks

DLPy and SAS Viya - Obj Detection With Tiny YOLOv2 Model

Obj Detection With Tiny YOLOv2 Model

DLPy and SAS Viya - Import and Export Deep Learning Models With ONNX

Import and Export Deep Learning Models With ONNX

DLPy and SAS Viya - Text Class. and Text Generation With Recurrent Neural Networks

Text Class. and Text Generation With Recurrent Neural Networks

DLPy and SAS Viya - Time Series Forecasting With Recurrent Neural Networks

Time Series Forecasting With Recurrent Neural Networks