What is PredictionIO?
PredictionIO is an open source machine learning server for software developers to create predictive features, such as personalization, recommendation and content discovery.
PredictionIO is a tool in the Machine Learning Tools category of a tech stack.
PredictionIO is an open source tool with GitHub stars and GitHub forks. Here’s a link to PredictionIO's open source repository on GitHub
Who uses PredictionIO?
Companies
12 companies reportedly use PredictionIO in their tech stacks, including Tokopedia, The 500 Startups Stack, and Web Apps.
Developers
55 developers on StackShare have stated that they use PredictionIO.
Pros of PredictionIO
8
PredictionIO's Features
- Integrated with state-of-the-art machine learning algorithms. Fine-tune, evaluate and implement them scientifically.
- Customize the modularized open codebase to fulfill any unique prediction requirement.
- Built on top of scalable frameworks such as Hadoop and Cascading. Ready to handle data of any scale.
- Build powerful features in minutes, not months. Streamline the data engineering process.
PredictionIO Alternatives & Comparisons
What are some alternatives to PredictionIO?
TensorFlow
TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
Seldon
Seldon is an Open Predictive Platform that currently allows recommendations to be generated based on structured historical data. It has a variety of algorithms to produce these recommendations and can report a variety of statistics.
H2O
H2O.ai is the maker behind H2O, the leading open source machine learning platform for smarter applications and data products. H2O operationalizes data science by developing and deploying algorithms and models for R, Python and the Sparkling Water API for Spark.
Apache Spark
Spark is a fast and general processing engine compatible with Hadoop data. It can run in Hadoop clusters through YARN or Spark's standalone mode, and it can process data in HDFS, HBase, Cassandra, Hive, and any Hadoop InputFormat. It is designed to perform both batch processing (similar to MapReduce) and new workloads like streaming, interactive queries, and machine learning.
JavaScript
JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.
