Apache PredictionIO vs. Core ML 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 Core ML applies a machine learning algorithm to a set of training data to create a model. You use a model to make predictions based on new input data. Models can accomplish a wide variety of tasks that would be difficult or impractical to write in code. For example, you can train a model to categorize photos or detect specific objects within a photo directly from its pixels. After you create the model, integrate it in your app and deploy it on the user’s device. Your app uses Core ML APIs and user data to make predictions and to train or fine-tune the model. You can build and train a model with the Create ML app bundled with Xcode. Models trained using Create ML are in the Core ML model format and are ready to use in your app. Alternatively, you can use a wide variety of other machine learning libraries and then use Core ML Tools to convert the model into the Core ML format. Once a model is on a user’s device, you can use Core ML to retrain or fine-tune it on-device.
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 Supported Linux Not Supported Cloud Not Supported On-Premises Not Supported iPhone Supported iPad Supported Android Not Supported Chromebook Not Supported
Audience Developers and data scientists searching for a solution to create predictive engines	Audience Developers in search of a solution to integrate machine learning models into their apps
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 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 Supported Live Online Not Supported In Person Not Supported
Company Information Apache United States predictionio.apache.org	Company Information Apple United States developer.apple.com/documentation/coreml
Alternatives MLlib Apache Software Foundation	Alternatives Create ML Apple
Apache Spark Apache Software Foundation	Ultralytics
Amazon EMR Amazon	Xilinx
PySpark	Replicate
Apache Mahout Apache Software Foundation View All	Virtual Face View All
Categories Machine Learning Supported	Categories Development Frameworks Supported Machine Learning Supported

Integrations AWS Marketplace Supported Apache HBase Supported Apache Hadoop YARN Supported Apache Spark Supported Apple tvOS Not Supported Apple watchOS Not Supported Docker Supported Elasticsearch Supported Java Supported MySQL Supported PHP Supported PostgreSQL Supported Python Supported Ruby Supported Scala Supported Xcode Not Supported Show More Integrations View All 13 Integrations	Integrations AWS Marketplace Not Supported Apache HBase Not Supported Apache Hadoop YARN Not Supported Apache Spark Not Supported Apple tvOS Supported Apple watchOS Supported Docker Not Supported Elasticsearch Not Supported Java Not Supported MySQL Not Supported PHP Not Supported PostgreSQL Not Supported Python Not Supported Ruby Not Supported Scala Not Supported Xcode Supported Show More Integrations View All 3 Integrations
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