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Apache SystemML

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Last updated on

Company health

Employee growth
3% increase in the last year

Ratings

G2
4.4/5
(6)

Apache SystemML description

Apache SystemML is an open-source machine learning platform designed for handling large datasets ("Big Data"). It allows data scientists to build and run machine learning algorithms without needing to be experts in distributed computing. SystemML can run on its own or on top of other Big Data platforms like Apache Spark, automatically optimizing performance based on the data and available resources. This makes it a versatile tool for companies dealing with large-scale data analysis and predictive modeling.


Who is Apache SystemML best for

We find that Apache SystemML (SystemDS) is ideal for data scientists tackling large datasets, who need a scalable, efficient machine learning platform. It supports the entire data science lifecycle. In our experience, its ability to run on Spark and its R-like syntax make it a versatile choice for large enterprises.

  • Perfect for large enterprises (1001+ employees) seeking a scalable machine-learning platform for extensive datasets.

  • Well-suited for Software, IT, and Telecommunications, offering versatile data analysis and predictive modeling.


Apache SystemML features

Supported

End-to-end data science lifecycle support: SystemDS supports the entire data science lifecycle from data integration, cleaning, and feature engineering to model training, deployment, and serving.

Supported

Declarative languages with R-like syntax: It provides a stack of declarative languages with R-like syntax for different data science tasks and users with varying expertise.

Supported

Hybrid execution plans: High-level scripts are compiled into hybrid execution plans of local, in-memory CPU and GPU operations, and distributed operations on Apache Spark.

Supported

Local and distributed ML model training: SystemDS provides efficient local and distributed ML model training capabilities.


Apache SystemML pricing

See the Apache SystemML pricing page.

  • Apache SystemML has a free plan.


Apache SystemML alternatives

  • Logo of Vertex AI
    Vertex AI
    Unified machine learning platform to build, deploy, and scale AI.
    Read more
  • Logo of Apache Flink
    Apache Flink
    Streamlines complex data processing for fast, consistent insights.
    Read more
  • Logo of Valohai
    Valohai
    Version control and automation for machine learning.
    Read more
  • Logo of Saturn Cloud
    Saturn Cloud
    Effortless cloud platform for scaling data science and machine learning.
    Read more
  • Logo of PI.EXCHANGE
    PI.EXCHANGE
    AI-powered insights for everyone, simplifying data science.
    Read more
  • Logo of Incorta
    Incorta
    Direct data access for instant, complex business insights.
    Read more

Apache SystemML FAQ

  • What is Apache SystemML and what does Apache SystemML do?

    Apache SystemML (SystemDS) is an open-source machine learning platform built for large datasets. We find it empowers data scientists to create and run machine learning algorithms without deep distributed computing knowledge, automatically optimizing performance. It's a versatile tool for large-scale data analysis and predictive modeling.

  • How does Apache SystemML integrate with other tools?

    SystemDS (formerly Apache SystemML) integrates with Apache Spark for distributed computing, leveraging its capabilities for enhanced performance with large datasets. It also offers various APIs and supports integration with other tools through its declarative languages.

  • What the main competitors of Apache SystemML?

    We find that Apache SystemML (SystemDS)'s main competitors include Vertex AI, Apache Flink, Valohai, Saturn Cloud, PI.EXCHANGE, and Incorta. These alternatives offer various functionalities for machine learning and data processing.

  • Is Apache SystemML legit?

    Yes, Apache SystemML (now SystemDS) is a legitimate and safe open-source machine learning platform. It's backed by the Apache Software Foundation and is free to use. We find it particularly well-suited for data scientists working with large datasets.

  • How much does Apache SystemML cost?

    Apache SystemML, also known as SystemDS, is an open-source platform. Therefore, it's free to use. We find it a powerful tool for those seeking a cost-effective machine learning solution.

  • Is Apache SystemML customer service good?

    There are no customer service reviews available for Apache SystemML at this time. Therefore, we can't offer insights into their customer service experience.


Reviewed by

MK
Michal Kaczor
CEO at Gralio

Michal has worked at startups for many years and writes about topics relating to software selection and IT management. As a former consultant for Bain, a business advisory company, he also knows how to understand needs of any business and find solutions to its problems.

TT
Tymon Terlikiewicz
CTO at Gralio

Tymon is a seasoned CTO who loves finding the perfect tools for any task. He recently headed up the tech department at Batmaid, a well-known Swiss company, where he managed about 60 software purchases, including CX, HR, Payroll, Marketing automation and various developer tools.