Apache SystemML Reviews and Details

This page is designed to help you find out whether Apache SystemML is good and if it is the right choice for you.

As Apache SystemML is an open source project, you can find more open source alternatives and stats on LibHunt.

Listed in

Screenshots and images

Landing page //
2022-01-09

Features & Specs

Scalability

Apache SystemML is designed to scale seamlessly from a single laptop to large clusters, allowing for efficient processing of large datasets.
Flexibility

SystemML provides a flexible way to express machine learning algorithms using its high-level DML and PyDML languages, allowing for easy customization and optimization.
Optimization

The system automatically optimizes the execution of DML scripts based on the cluster configuration and characteristics of input data, providing efficient and high-performance computation.
Integration

SystemML is well integrated with Apache Spark, enabling distributed machine learning on Spark's cluster computing framework.
Open Source

As an Apache project, SystemML is open-source, ensuring it benefits from community support and continuous improvements.

Badges

Promote Apache SystemML. You can add any of these badges on your website.

<a href='https://www.saashub.com/apache-systemml?utm_source=badge&utm_campaign=badge&utm_content=apache-systemml&badge_variant=color&badge_kind=approved' target='_blank'><img src="https://cdn-b.saashub.com/img/badges/approved-color.png?v=1" alt="Apache SystemML badge" style="max-width: 150px;"/></a>

Show embed code

Videos

SDS 2016 Apache SystemML-Declarative Large Scale Machine Learning

Add video

Is Apache SystemML good?

Apache SystemDS (formerly SystemML) is a solid, research-backed machine learning system optimized for end-to-end data science workflows, particularly strong for organizations already invested in big data infrastructure like Hadoop and Spark, though it has a smaller community and steeper learning curve compared to mainstream ML frameworks like TensorFlow or scikit-learn.

Why choose Apache SystemML?

Provides declarative, R-like and Python-like syntax (DML/PyDML) that automatically optimizes execution plans for distributed computing
Scales efficiently from single-machine to large Hadoop/Spark clusters without requiring code changes
Originated from IBM Research with strong academic backing and peer-reviewed optimization techniques
Supports algorithm customization and allows data scientists to write custom ML algorithms with automatic optimization
Integrates well with existing big data ecosystems (HDFS, Spark, Hadoop)
Open-source under Apache Foundation, ensuring transparency and community-driven development
Cost-based optimizer automatically decides between local and distributed execution for performance efficiency

Recommended for

Enterprises already using Hadoop or Spark clusters for big data processing
Data scientists needing to prototype and deploy custom ML algorithms at scale
Organizations requiring seamless integration between data engineering and machine learning pipelines
Research teams exploring novel ML algorithm implementations with automatic performance optimization
Users who prefer R or Python-like syntax but need distributed computing capabilities
Companies with large-scale structured data requiring efficient matrix operations and linear algebra computations

External links

We have collected here some useful links to help you find out if Apache SystemML is good.

Public traffic stats of Apache SystemML

Check the traffic stats of Apache SystemML on SimilarWeb. The key metrics to look for are: monthly visits, average visit duration, pages per visit, and traffic by country. Moreoever, check the traffic sources. For example "Direct" traffic is a good sign.
Domain Rating (DR)

Check the "Domain Rating" of Apache SystemML on Ahrefs. The domain rating is a measure of the strength of a website's backlink profile on a scale from 0 to 100. It shows the strength of Apache SystemML's backlink profile compared to the other websites. In most cases a domain rating of 60+ is considered good and 70+ is considered very good.
Domain Authority (DA)

Check the "Domain Authority" of Apache SystemML on MOZ. A website's domain authority (DA) is a search engine ranking score that predicts how well a website will rank on search engine result pages (SERPs). It is based on a 100-point logarithmic scale, with higher scores corresponding to a greater likelihood of ranking. This is another useful metric to check if a website is good.
Public opinion on Reddit

The latest comments about Apache SystemML on Reddit. This can help you find out how popualr the product is and what people think about it.

Do you know an article comparing Apache SystemML to other products?
Suggest a link to a post with product alternatives.

Suggest an article

Apache SystemML discussion

Apache SystemML alternatives

Is Apache SystemML good? This is an informative page that will help you find out. Moreover, you can review and discuss Apache SystemML here. The primary details have not been verified within the last quarter, and they might be outdated. If you think we are missing something, please use the means on this page to comment or suggest changes. All reviews and comments are highly encouranged and appreciated as they help everyone in the community to make an informed choice. Please always be kind and objective when evaluating a product and sharing your opinion.