Deep Learning Documentation - Last updated June 27, 2017 - Send Feedback -

NVIDIA Deep Learning SDK


Introduction
Deep learning algorithms use large amounts of data and the computational power of the GPU to learn information directly from data such as images, signals, and text. NVIDIA® DIGITS offers an interactive workflow-based solution for image classification. Deep learning frameworks offer more flexibility with designing and training custom deep neural networks and provide interfaces to common programming language. The NVIDIA Deep Learning SDK offers powerful tools and libraries for the development of deep learning frameworks such as Caffe, CNTK, TensorFlow, Theano, and Torch.

Training


NCCL Release Notes
This document describes the key features, software enhancements and improvements, and known issues for NCCL.
NCCL Developer Guide
This NVIDIA Collective Communication Library (NCCL) Developer Guide provides a detailed discussion of the NCCL programming model, creating collective communications and working with operations.
NCCL API
This is the API documentation for the NVIDIA Collective Communications Library. It provides information on individual functions, classes and methods.
Platform Libraries Resources
The Platform Libraries Resources topic provides you with important, related links that are outside of this product documentation.

Inference


TensorRT Release Notes
This document describes the key features, software enhancements and improvements, and known issues for TensorRT.
TensorRT User Guide
This TensorRT User Guide provides a deeper understanding of TensorRT and provides examples that show you how to optimize a network definition by merging tensors and layers, transforming weights, choosing efficient intermediate data formats, and selecting from a large kernel catalog based on layer parameters and measured performance.
TensorRT API
This is the API documentation for the NVIDIA TensorRT library. It provides information on individual functions, classes and methods.
Inference Tools Resources
The Inference Tools Resources topic provides you with important, related links that are outside of this product documentation.