Top 30 Predictive Analytics Software API
Top 30 Predictive Analytics Software API : Predictive Analytics API are Application Programming interfaces which access machine learning algorithms to analyze data and predict future outcomes mostly using RESTful interface. Application Programming interface , allows accessing of databases, integration of new features into existing applications, share data between distinct applications. API comes in the form of a library that includes specifications for routines, data structures, object classes, and variables. For SOAP and REST services, API comes as a specification of remote calls exposed to the API consumers. Google Prediction API, BigML, Microsoft Azure Machine Learning, Blue Yonder, Swift API, Datagami, GraphLab, Data Science Studio, Apigee Insights, Openscoring.io, Intuitics, Anomaly Detective, Zementis, Predixion, Datumbox Machine Learning Framework, PredictionIO, Logical Glue, Ersatz, H2O, Yottamine, Lattice, InsideView, AgilOne, Futurelytics, Fliptop, RelateIQ, Lumiata, Versium LifeData, Indico, INRIX, PredicSis are some of the Tops Predictive Analytics API in no particular order.
Top 30 Predictive Analytics Software API
Google Prediction API, BigML, Microsoft Azure Machine Learning, Blue Yonder, Swift API, Datagami, GraphLab, Data Science Studio, Apigee Insights, Openscoring.io, Intuitics, Anomaly Detective, Zementis, Predixion, Datumbox Machine Learning Framework, PredictionIO, Logical Glue, Ersatz, H2O, Yottamine, Lattice, InsideView, AgilOne, Futurelytics, Fliptop, RelateIQ, Lumiata, Versium LifeData, Indico, INRIX, PredicSis.
1.Google Prediction API
Google Prediction API allows to predict the future trends using historical data. Google Prediction API provides pattern matching and machine learning capabilities. The Prediction API can be used to predict new results from historic data such as user sentiment analysis, language identification, product recommendation, message routing, gene expression, and fraud detection. Examples also include, predicting what other movies or products a user might like given a user’s past viewing habits, categorize emails as spam or non-spam, predicting how much a user might spend on a given day, given his spending history.
BigML.io is a REST style API for creating and managing BigML resources programmatically. BigML.io enables to create, retrieve, update and delete sources, datasets, models, ensembles, clusters, predictions, centroids, batch predictions, batch centroids, and evaluations using standard HTTP methods. BigML.io gives secure programmatic access to all your BigML resources, white box access to datasets and models and asynchronous creation of datasets, models, ensembles and evaluations.BigML
3. Microsoft Azure Machine Learning
Microsoft Azure Machine Learning is fully managed service to create, test, operationalize and manage predictive analytics solutions in the cloud. After signing up, with just a browser, data can be upload and immediately start machine learning experiments. Visual composition, large pallet of modules and a library of starting templates makes common machine learning tasks simple and quick. Turning a model into web service is easy – with a few clicks, a Predictive model build in ML Studio can be turned into a public REST API that encapsulates custom data transformation logic and sophisticated machine learning models.
4. Blue Yonder
Blue Yonder is a cloud based platform for predictive applications that uses the most modern machine learning algorithms, which enables data scientists and specialists to build predictive applications and integrate and operate them with existing systems (ERP, CRM, HR, SCM, etc.) using APIs.
GraphLab Create,simplifies big data analysis by combining all phases of the prototype to production process, allowing a single data scientist to do the job of many. Companies can build predictive applications quickly, easily, and at scale. Trained models can be deployed on Amazon Elastic Compute Cloud (EC2) and monitored through Amazon CloudWatch. Predictive objects can be queried in real-time via a RESTful API and the entire deployment pipeline is visualized through a new dashboard.
6. Swift API
Swift Predictions allows any user or developer to harness data science to unlock intelligence hidden in their data by using Machine learning and predictive algorithms to generate unique insights. The algorithm has a REST API so it can be integrated into software and distributed to third parties easily. SwiftIQ allows enterprises to outsource development and maintenance of APIs, even for datasets with hundred of millions of records.
Datagami uses advanced algorithms to make forecasts, search for inconsistences, and test assumptions about growth. Datagami API provides intelligent suggestions, reliable smoothing of sensor values, automatic clustering of arbitrary input.
8. Data Science Studio
Data Science Studio (DSS) is a software platform that aggregates all the steps and big data tools necessary to get from raw data to production ready application. DSS profiles the data to help to find correlations and significant variables in data with only a few clicks and trains and tests best-fitting models. DSS can make the models and predicted values accessible to other business applications through a REST API.DSS can also publish the models and predicted values to a variety of other destinations such as ElasticSearch, FTP servers, internal Datawarehouses.
Apigee Insights is a big data predictive actions platform that enables the enterprise to increase revenue and customer satisfaction with API powered predictive apps. This is built on time sequenced graph database technology. Insights enable the enterprise to glean insights from real time unstructured and structured data.
Openscoring.io is standards based, Open-source Middleware for Predictive Analytics Applications. Openscoring.io Adds PMML capabilities to Java applications using PMML Evaluator API and PMML Class Model API.
Intuitics is a stand-alone, high performance platform for creating advanced analytics applications with R and available both on-premise and in the cloud, under Windows and Linux. Intuitics automatically exposes all applications though an API, making it easy to run them on-demand from other systems.
12. Anomaly Detective
Anomaly Detective automatically establishes models of normal behaviors it observes in huge volumes of data. It then uses highly accurate statistical analysis to identify anomalies in those behaviors and provides correlated results back to the user that explain the rarity, severity or impact of the outlier data.Prelert’s automated anomaly detection analytics are scalable; super advanced and leverage 100% unsupervised machine learning algorithms to cut through millions of data points in seconds. No need to develop models, define thresholds or write and maintain extensive rules. Provides an Open REST API.
Zementis accelerates the deployment of predictive models. Zementis solutions are based on PMML, and offers two PMML-based solutions, ADAPA, a decision engine for real-time scoring and UPPI, a tool for big data scoring within industry leading analytics and data warehouse platforms.
14. Predixion Insight
Predixion released the first Cloud-based predictive modeling platform back in 2010 and Predixion Insight is now available in on premise, public, private or hybrid Cloud environments. It provides complete end to end predictive analytics capabilities from data shaping to deployment. Predictive analytics can be deployed into a variety of interfaces via our robust API’s including web portals, BI platforms and visualization tools and CRM applications.
15. Datumbox Machine Learning Framework
The Datumbox Machine Learning Framework is an open source framework written in Java which allows the rapid development of Machine Learning and Statistical applications. The main focus of the framework is to include a large number of machine learning algorithms & statistical tests and be able to handle small-medium sized datasets. It currently offers 14 different functions as part of our Machine Learning platform and all of the functions use several sophisticated classification techniques and they are accessible via REST API.
PredictionIO is an open source machine learning server for software developers to create predictive features, such as personalization, recommendation and content discovery and provides PredictionIO RESTful API.
17. Logical Glue
Logical Glue is a MLaaS (Machine Learning as a Service) platform that enables organisations to easily create superior predictive models, using a unique combination of computational intelligence techniques, and immediately deploy them for real-time decision making. Its available as beta program.
Ersatz helps building applications that take advantage of deep neural networks and comes in cloud and on-premise. Ersatz provides a single web interface through which you may upload data, train models, and use models and an API which allows users to do the same programmatically.
H2O is an open source predictive analytics platform and provides a combination of extraordinary math and high performance parallel processing with ease of use. H2O users can easily explore and model big data from within Microsoft Excel and RStudio and connect it with data from HDFS, S3, SQL and NoSQL data sources. H2O speaks the language of data science with support for R, Python, Scala, Java and a robust REST API.
Yottamine Machine Learning Services provides data scientists and analytical programmers with a family of high performance Support Vector Machines for solving complex machine learning problems across a wide range of industries and applications. API allows integration with multiple data sources and applications. Implemented as an easy to use web service, it can be run locally or in the cloud and can integrate with a wide variety of sources and tools.
Lattice offers a set of predictive applications score and segment, retain and sell, enable sales to prioritize leads and accounts, expand customer relationships and mitigate churn.
InsideView provides customer analytics solutions and is the single source for the most accurate and complete market intelligence that powers productivity across the enterprise. The InsideView API provides unparalleled access to the InsideView platform so that the application can deliver intelligence in real-time, anywhere.
AgilOne provides out of the box predictive marketing programs that increase conversions and customer lifetime value. Each AgilOne program hyper-target content and offers using likelihood to buy, lifetime value, behavioral, product and brand clusters, one-on-one upsell, cross-sell and next-sell recommendations to boost impact.
Futurelytics’ Predictive Platform operates entirely in the cloud and operates on the Google App Engine. By using BigQuery and Prediction API together with their technology, Futurelytics deliver valuable and scalable customer insights. Futurelytics API follows common coding conventions, such as REST, which can help analyze the data with the following features such as predictive customer scoring, upsell opportunity analysis, product recommendation engine, customer churn prediction and in-game recommendation algorithm .
RelateIQ is a Relationship Intelligence platform. It automatically captures data on the most important sales prospects, making it easy to collaborate with your teammates to close deals faster. The platform works everywhere you work, and provides advanced data science capabilities that provides the insights. RelateIQ API is based on RESTful principles; also uses HTTP authentication standards and HTTP methods to make the RelateIQ API as easy to use as possible.
Lumiata helps care providers predict “the pathways to health” powered by the best of medical science in real time. Platform use cases include patient risk and wellness analytics, gaps of data, diagnosis, and care, and triage & reason for visit. The Smart Health API is a RESTful API helping to predict ”what to do, for whom, when and why” across three dimensions.
28. Versium LifeData API
Versium is a data technology company that operates a LifeData predictive analytics scoring service. Versium delivers Predictive Scores that are built from LifeData platform which contains over half a trillion data attributes sourced from publicly observable and commercially available means. The API enables programmatic use of Versium’s LifeData and Predictive Scoring services through a simple, RESTful API. JSON (default) and XML responses are also provided.
Indico provides a machine learning api for political analysis, pos/neg sentiment, language detection, image similarity, emotion recognition.
INRIX is the world’s leading supplier of quality traffic data.INRIX XD Traffic offers the most accurate real-time and predictive traffic information for every major road type and class from highways, ramps and interchanges to arterials, city streets and other secondary roads.INRIX
PredicSis gives you predictive superpowers by making powerful Machine Learning algorithms available through a RESTful APIPredicSis
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Predictive Analytics Freeware Software
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More Information on Predictive Analysis Process
For more information of predictive analytics process, please review the overview of each components in the predictive analytics process: data collection (data mining), data analysis, statistical analysis, predictive modeling and predictive model deployment.