Deeplearning4j vs. CUDA Comparison


Deeplearning4j	CUDA NVIDIA	+	+
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About DL4J takes advantage of the latest distributed computing frameworks including Apache Spark and Hadoop to accelerate training. On multi-GPUs, it is equal to Caffe in performance. The libraries are completely open-source, Apache 2.0, and maintained by the developer community and Konduit team. Deeplearning4j is written in Java and is compatible with any JVM language, such as Scala, Clojure, or Kotlin. The underlying computations are written in C, C++, and Cuda. Keras will serve as the Python API. Eclipse Deeplearning4j is the first commercial-grade, open-source, distributed deep-learning library written for Java and Scala. Integrated with Hadoop and Apache Spark, DL4J brings AI to business environments for use on distributed GPUs and CPUs. There are a lot of parameters to adjust when you're training a deep-learning network. We've done our best to explain them, so that Deeplearning4j can serve as a DIY tool for Java, Scala, Clojure, and Kotlin programmers.	About CUDA® is a parallel computing platform and programming model developed by NVIDIA for general computing on graphical processing units (GPUs). With CUDA, developers are able to dramatically speed up computing applications by harnessing the power of GPUs. In GPU-accelerated applications, the sequential part of the workload runs on the CPU – which is optimized for single-threaded performance – while the compute intensive portion of the application runs on thousands of GPU cores in parallel. When using CUDA, developers program in popular languages such as C, C++, Fortran, Python and MATLAB and express parallelism through extensions in the form of a few basic keywords. The CUDA Toolkit from NVIDIA provides everything you need to develop GPU-accelerated applications. The CUDA Toolkit includes GPU-accelerated libraries, a compiler, development tools and the CUDA runtime.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Researchers, developers and professionals requiring an open-source, distributed, deep learning library for the JVM	Audience Developers interested in a powerful parallel computing platform and programming model
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Deeplearning4j Founded: 2019 Japan deeplearning4j.org	Company Information NVIDIA Founded: 1993 United States developer.nvidia.com/cuda-zone
Alternatives MXNet The Apache Software Foundation	Alternatives oneAPI Intel
Fabric for Deep Learning (FfDL) IBM	NVIDIA NIM NVIDIA
Apache Mahout Apache Software Foundation	OpenCL The Khronos Group
MLlib Apache Software Foundation	NVIDIA HPC SDK NVIDIA
Apache Spark Apache Software Foundation View All	Linaro Forge Linaro View All
Categories Deep Learning Supported Neural Network Supported	Categories Application Development Supported

Integrations AWS Marketplace Not Supported Amazon EC2 G4 Instances Not Supported Apache Spark Supported Axivion Static Code Analysis Not Supported Azure Marketplace Not Supported C Not Supported C++ Not Supported Code Metal Not Supported Cody Not Supported HunyuanCustom Not Supported NVIDIA Isaac Not Supported NVIDIA Magnum IO Not Supported NVIDIA TensorRT Not Supported NodeShift Not Supported Pruna AI Not Supported Python Not Supported RightNow AI Not Supported Skyportal Not Supported VMware Private AI Foundation Not Supported Vast.ai Not Supported Show More Integrations View All 2 Integrations	Integrations AWS Marketplace Supported Amazon EC2 G4 Instances Supported Apache Spark Not Supported Axivion Static Code Analysis Supported Azure Marketplace Supported C Supported C++ Supported Code Metal Supported Cody Supported HunyuanCustom Supported NVIDIA Isaac Supported NVIDIA Magnum IO Supported NVIDIA TensorRT Supported NodeShift Supported Pruna AI Supported Python Supported RightNow AI Supported Skyportal Supported VMware Private AI Foundation Supported Vast.ai Supported Show More Integrations View All 33 Integrations
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