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PredictionIO is an open source machine learning server that is designed using state of the art technology used by data scientists, end users, and developers for creating predictive engines for any machine learning tasks.
Category
Predictive Analytics Software Free
Features
• Integrating with your app • Customizing an engine • Collecting and analyzing data • Choosing an Algorithm (s) • ML Tuning and Evaluation • System Architecture • PredictionIO Official Templates • Engine Template Gallery
License
Proprietary
Price
Contact for Pricing
Pricing
Subscription
Free Trial
Available
Users Size
Small (<50 employees), Medium (50 to 1000 Enterprise (>1001 employees)
• Computation • Prediction performance • Curse of Dimensionality
What are the benefits?
• Quickly build and deploy an engine as a web service on production • Respond to dynamic queries in real time once deployed as a web service • Unify data from multiple platforms in real time for comprehensive predictive analysis • Speed up machine learning modelling with systematic processes and pre built evaluation measures • Support machine learning and data processing libraries
PAT Rating™
Editor Rating
Aggregated User Rating
Rate Here
Ease of use
7.6
5.7
Features & Functionality
7.6
6.8
Advanced Features
7.6
3.4
Integration
7.6
7.4
Performance
7.6
8.0
Customer Support
7.6
4.3
Implementation
6.9
Renew & Recommend
8.4
Bottom Line
PredictionIO is an open source machine learning server that features the PredictionIO platform, event server and template gallery used for creating predictive engines for machine learning tasks by data scientists, end users, and developers.
7.6
Editor Rating
6.4
Aggregated User Rating
6 ratings
You have rated this
PredictionIO is an open source machine learning server that is designed using state of the art technology used by data scientists, end users, and developers for creating predictive engines for any machine learning tasks. The main components of PredictionIO are; PredictionIO platform, event server, template gallery.
The PredictionIO platform enables evaluation and deployment of engines using machine learning algorithms. The event server enables unifying of events from several platforms using its analytics layer. The template gallery, a component of PredictionIO, provides users with a good platform for downloading engine templates for the different type of machine learning applications.
The engine of PredictionIO is responsible for making prediction and contains several machine learning algorithms. The function of the engine is to read training data and build predictive models. The engine is also deployed as a web service which later responds to prediction queries from a user’s application through REST API in real-time. The event server featured by PredictionIO is able to collect data in real time from a user’s application.
The engine is also able to unify the data related to the user’s application from several platforms. The data that is unified is later provided to the engine for model training and evaluation and then the engine offers a unified view for data analysis. PredictionIO can be bundled with other machine learning stacks that simplify and accelerates scalable machine learning for infrastructure management. PredictionIO is also based on scalable open source services like Hadoop and implements what is called a Lambda Architecture.
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