Deeplearning4j vs. Scala Comparison


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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 Scala combines object-oriented and functional programming in one concise, high-level language. Scala's static types help avoid bugs in complex applications, and its JVM and JavaScript runtimes let you build high-performance systems with easy access to huge ecosystems of libraries. The Scala compiler is smart about static types. Most of the time, you need not tell it the types of your variables. Instead, its powerful type inference will figure them out for you. In Scala, case classes are used to represent structural data types. They implicitly equip the class with meaningful toString, equals and hashCode methods, as well as the ability to be deconstructed with pattern matching. In Scala, functions are values, and can be defined as anonymous functions with a concise syntax.
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 Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Supported
Audience Researchers, developers and professionals requiring an open-source, distributed, deep learning library for the JVM	Audience Developers looking for a Programming Language solution
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 Supported
API Offers API Supported	API Offers API 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 Scala www.scala-lang.org
Alternatives MXNet The Apache Software Foundation	Alternatives DotSignage
Fabric for Deep Learning (FfDL) IBM	Kotlin
Apache Mahout Apache Software Foundation	Apache Groovy The Apache Software Foundation
MLlib Apache Software Foundation	Scala Digital Signage Scala
Apache Spark Apache Software Foundation View All	SwayDB View All
Categories Deep Learning Supported Neural Network Supported	Categories Programming Languages Supported

Integrations Archon Data Store Not Supported Claude Fable 5 Not Supported Claude Fable 5.5 Not Supported Claude Haiku 5.5 Not Supported Codestral Mamba Not Supported DeepSource Not Supported GPT-4o mini Not Supported Gemini 2.0 Pro Not Supported Gemini 3 Flash Not Supported Gemma 3 Not Supported Grok 3 Not Supported Grok 4.1 Fast Not Supported Llama 3.2 Not Supported Llama 3.3 Not Supported Mistral AI Not Supported Mistral Code Not Supported Muse Wonder Not Supported Parasoft Not Supported Typora Not Supported Zepl Not Supported Show More Integrations View All 2 Integrations	Integrations Archon Data Store Supported Claude Fable 5 Supported Claude Fable 5.5 Supported Claude Haiku 5.5 Supported Codestral Mamba Supported DeepSource Supported GPT-4o mini Supported Gemini 2.0 Pro Supported Gemini 3 Flash Supported Gemma 3 Supported Grok 3 Supported Grok 4.1 Fast Supported Llama 3.2 Supported Llama 3.3 Supported Mistral AI Supported Mistral Code Supported Muse Wonder Supported Parasoft Supported Typora Supported Zepl Supported Show More Integrations View All 255 Integrations
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