MLlib vs. Wallaroo.AI Comparison


MLlib Apache Software Foundation	Wallaroo.AI	+	+
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About Apache Spark's MLlib is a scalable machine learning library that integrates seamlessly with Spark's APIs, supporting Java, Scala, Python, and R. It offers a comprehensive suite of algorithms and utilities, including classification, regression, clustering, collaborative filtering, and tools for constructing machine learning pipelines. MLlib's high-quality algorithms leverage Spark's iterative computation capabilities, delivering performance up to 100 times faster than traditional MapReduce implementations. It is designed to operate across diverse environments, running on Hadoop, Apache Mesos, Kubernetes, standalone clusters, or in the cloud, and accessing various data sources such as HDFS, HBase, and local files. This flexibility makes MLlib a robust solution for scalable and efficient machine learning tasks within the Apache Spark ecosystem.	About Wallaroo facilitates the last-mile of your machine learning journey, getting ML into your production environment to impact the bottom line, with incredible speed and efficiency. Wallaroo is purpose-built from the ground up to be the easy way to deploy and manage ML in production, unlike Apache Spark, or heavy-weight containers. ML with up to 80% lower cost and easily scale to more data, more models, more complex models. Wallaroo is designed to enable data scientists to quickly and easily deploy their ML models against live data, whether to testing environments, staging, or prod. Wallaroo supports the largest set of machine learning training frameworks possible. You’re free to focus on developing and iterating on your models while letting the platform take care of deployment and inference at speed and scale.
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 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
Audience Data scientists and engineers wanting a machine learning solution for efficient data processing and analysis within the Apache Spark framework	Audience Organizations interested in a powerful enterprise platform for machine learning
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online 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 No information available. Free Version Not 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 Supported Live Online Not Supported In Person Supported	Training Documentation Not Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Apache Software Foundation Founded: 1995 United States spark.apache.org/mllib/	Company Information Wallaroo.AI Founded: 2017 United States www.wallaroo.ai/
Alternatives Apache Spark Apache Software Foundation	Alternatives NVIDIA Triton Inference Server NVIDIA
Apache PredictionIO Apache	Amazon EC2 Inf1 Instances Amazon
Apache Mahout Apache Software Foundation	Deep Infra
Amazon EMR Amazon	VESSL AI
PySpark View All	CentML View All
Categories Machine Learning Supported	Categories AI Inference Supported AI Infrastructure Supported Artificial Intelligence Supported Machine Learning Supported

Integrations Amazon EC2 Supported Amazon S3 Not Supported Amazon SageMaker Not Supported Apache Cassandra Supported Apache HBase Supported Apache Hive Supported Apache Mesos Supported Apache Spark Supported Cloudera Not Supported Databricks Not Supported Fivetran Not Supported Grafana Cloud Not Supported Hadoop Supported Java Supported MapReduce Supported PostgreSQL Not Supported Python Supported Scala Supported Snowflake Not Supported Splunk Cloud Platform Not Supported Show More Integrations View All 13 Integrations	Integrations Amazon EC2 Not Supported Amazon S3 Supported Amazon SageMaker Supported Apache Cassandra Not Supported Apache HBase Not Supported Apache Hive Not Supported Apache Mesos Not Supported Apache Spark Not Supported Cloudera Supported Databricks Supported Fivetran Supported Grafana Cloud Supported Hadoop Not Supported Java Not Supported MapReduce Not Supported PostgreSQL Supported Python Not Supported Scala Not Supported Snowflake Supported Splunk Cloud Platform Supported Show More Integrations View All 14 Integrations
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