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What is Apache PredictionIO?

Apache PredictionIO® is an all-encompassing open-source machine learning server tailored for developers and data scientists who wish to build predictive engines for a wide array of machine learning tasks. It enables users to swiftly create and launch an engine as a web service through customizable templates, providing real-time answers to changing queries once it is up and running. Users can evaluate and refine different engine variants systematically while pulling in data from various sources in both batch and real-time formats, thereby achieving comprehensive predictive analytics. The platform streamlines the machine learning modeling process with structured methods and established evaluation metrics, and it works well with various machine learning and data processing libraries such as Spark MLLib and OpenNLP. Additionally, users can create individualized machine learning models and effortlessly integrate them into their engine, making the management of data infrastructure much simpler. Apache PredictionIO® can also be configured as a full machine learning stack, incorporating elements like Apache Spark, MLlib, HBase, and Akka HTTP, which enhances its utility in predictive analytics. This powerful framework not only offers a cohesive approach to machine learning projects but also significantly boosts productivity and impact in the field. As a result, it becomes an indispensable resource for those seeking to leverage advanced predictive capabilities.

What is Altair Knowledge Works?

Data and analytics undeniably play a pivotal role in facilitating major transformations within businesses. More individuals across various organizations are leveraging data to address complex challenges. As a result, the demand for accessible, low-code yet adaptable tools for data transformation and machine learning has surged to unprecedented levels. The dependence on multiple tools often leads to tangled data analysis workflows, increased costs, and slower decision-making processes. Additionally, outdated solutions with overlapping functionalities present a threat to ongoing data science projects, particularly as proprietary features in closed vendor systems become obsolete. By integrating extensive experience in data preparation, machine learning, and visualization into a unified platform, Knowledge Works accommodates the expanding volume of data, the advent of new open-source functionalities, and the shifting complexity of user profiles. With its user-friendly, cloud-based interface, data scientists and business analysts can effectively deploy data analytics applications, fostering enhanced collaboration and efficiency in their operations. This comprehensive strategy not only simplifies processes but also equips teams to innovate and make swift, informed decisions, ultimately leading to a more competitive edge in the market. Consequently, organizations embracing this approach can expect to see transformative outcomes in their overall performance and adaptability.

Media

Media

Integrations Supported

AWS Marketplace
Amazon Web Services (AWS)
Apache HBase
Apache Hadoop YARN
Apache Spark
Azure Kubernetes Service (AKS)
Docker
Elasticsearch
Java
MySQL
PHP
PostgreSQL
Python
Ruby
Scala

Integrations Supported

AWS Marketplace
Amazon Web Services (AWS)
Apache HBase
Apache Hadoop YARN
Apache Spark
Azure Kubernetes Service (AKS)
Docker
Elasticsearch
Java
MySQL
PHP
PostgreSQL
Python
Ruby
Scala

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Apache

Company Location

United States

Company Website

predictionio.apache.org

Company Facts

Organization Name

Altair

Date Founded

1985

Company Location

United States

Company Website

www.altair.com/knowledge-works/

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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