Apache PredictionIO vs. Continual Comparison


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About Apache PredictionIO® is an open-source machine learning server built on top of a state-of-the-art open-source stack for developers and data scientists to create predictive engines for any machine learning task. It lets you quickly build and deploy an engine as a web service on production with customizable templates. Respond to dynamic queries in real-time once deployed as a web service, evaluate and tune multiple engine variants systematically, and unify data from multiple platforms in batch or in real-time for comprehensive predictive analytics. Speed up machine learning modeling with systematic processes and pre-built evaluation measures, support machine learning and data processing libraries such as Spark MLLib and OpenNLP. Implement your own machine learning models and seamlessly incorporate them into your engine. Simplify data infrastructure management. Apache PredictionIO® can be installed as a full machine learning stack, bundled with Apache Spark, MLlib, HBase, Akka HTTP, etc.	About Build predictive models that never stop improving without complex engineering. Connect to your existing cloud data warehouse and leverage all your data where it already lives. Share features and deploy state-of-the-art ML models with nothing but SQL or dbt or extend with Python. Maintain predictions directly in your data warehouse for easy consumption by your BI and operational tools. Maintain features and predictions directly in your data warehouse without new infrastructure. Build state-of-the-art models that leverage all your data without writing code or pipelines. Unite analytics and AI teams with full extensibility of Continual's declarative AI engine. Govern features, models, and policies with a declarative GitOps workflow as you scale. Accelerate model development with a shared feature store and data-first workflow.
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	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 Developers and data scientists searching for a solution to create predictive engines	Audience Organizations looking for an operational AI platform for the modern data stack
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 Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version 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 Not Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Apache United States predictionio.apache.org	Company Information Continual Founded: 2019 United States continual.ai/
Alternatives MLlib Apache Software Foundation	Alternatives Predibase
Apache Spark Apache Software Foundation	FICO Analytics Workbench FICO
Amazon EMR Amazon	JADBio AutoML JADBio
PySpark	Pecan Pecan AI
Apache Mahout Apache Software Foundation View All	MyDataModels TADA MyDataModels View All
Categories Machine Learning Supported	Categories Artificial Intelligence Supported Predictive Analytics Supported

Integrations AWS Marketplace Supported Amazon Redshift Not Supported Apache HBase Supported Apache Hadoop YARN Supported Apache Spark Supported Databricks Not Supported Docker Supported Elasticsearch Supported Google Cloud BigQuery Not Supported Java Supported MySQL Supported PHP Supported PostgreSQL Supported Python Supported Ruby Supported Scala Supported Snowflake Not Supported Show More Integrations View All 13 Integrations	Integrations AWS Marketplace Not Supported Amazon Redshift Supported Apache HBase Not Supported Apache Hadoop YARN Not Supported Apache Spark Not Supported Databricks Supported Docker Not Supported Elasticsearch Not Supported Google Cloud BigQuery Supported Java Not Supported MySQL Not Supported PHP Not Supported PostgreSQL Not Supported Python Not Supported Ruby Not Supported Scala Not Supported Snowflake Supported Show More Integrations View All 4 Integrations
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