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Machine Learning Software with Forecasting (2026)

Last updated: April 2026

Machine Learning Software Key Features

    Based on 227 user opinions, we identified 6 features that are important for any product in Machine Learning Software

  • Predictive Analytics

    Predict future data based on historical data sets

    Average user rating

    4.4

  • Predictive Modeling

    Analyzing historical and current data and generating a model to help predict future outcomes.

    Average user rating

    4.4

  • Data Import/Export

    Import and export data to and from software applications

    Average user rating

    4.3

  • API

    Application programming interface that allows for integration with other systems/databases

    Average user rating

    4.6

  • Model Training

    Process of testing an ML algorithm by feeding it training data to learn from

    Average user rating

    4.7

  • Third-Party Integrations

    Set up connections to third-party platforms to improve business processes

    Average user rating

    4.5
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Devices supported

Organization types

User rating

49 software options

Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

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Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

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ArcGIS logo

Mapping & analytics system for visualizing data by location

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ArcGIS by Esri is an integrated suite of geographic information system (GIS) software, providing a compliant platform for spatial analysis, data management, and mapping, with ArcGIS Online offering a web-based solution accessible anywhere, anytime for the creation & sharing of 3D map visualizations

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XLSTAT logo
Category Leaders

XLSTAT | Statistical Software for Microsoft Excel

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The leading data analysis and statistical solution for Microsoft EXCEL®

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Minitab logo
Category Leaders

Visualize, analyze, and harness the power of your data.

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Minitab is a statistical and data analytics software, which helps organizations predict, visualize, and analyze business data to forecast patterns, discover trends, view relationships between variables, and more. The built-in assistant lets users manage data analysis and interpretation operations.

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OriginPro logo

Cloud-based data analysis and graphing software

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OriginPro is a cloud-based data analysis and graphing software that provides a complete set of data exploration, peak fitting, and surface fitting analysis tools for businesses across multiple sectors, including academic institutions, government organizations, and non-profits.

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Workday Financial Management logo

A fresh approach to financial management.

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Workday Financial Management is a web-based accounting and planning software that helps with strategic financial decisions and predictable customer outcomes. It manages the sales and revenue portfolio and allows a completely transparent sales management experience both in the office and on the road.

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JMP logo

Statistical tools for data analysis and discovery

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JMP is statistical software designed for data exploration and analysis, primarily serving scientists and engineers. The platform includes tools for data preparation, statistical analysis, graphing, and visualization within a single interface. JMP offers capabilities for importing data from multiple sources, automating repeat analyses without coding requirements, and sharing analytical discoveries across organizations.

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Rayven logo

Turn messy, siloed data into automations + operational apps.

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Rayven delivers operational systems for industrial businesses, turning messy data into automation and made-to-fit operational applications.

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Google Cloud BigQuery logo

Serverless and Multi-cloud Data Warehouse

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BigQuery is a serverless and multi-cloud data warehouse designed to help users turn big data into valuable business insights. Users can query structured data without the need to store it or load it into their own systems first.

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Statgraphics Centurion logo

Multilingual data visualization & statistical analytics tool

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Statgraphics Centurion is a Windows-based software that helps businesses generate statistical reports, visualize data, and conduct predictive analysis. Data scientists can classify data, manage K-means clustering, create data associations, generate regression trees, and conduct text mining.

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OpsVeda logo

Operations Management System

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OpsVeda enables organizations to make smarter, faster business decisions and achieve unprecedented operational efficiency.

It transforms every customer’s operations with Data and AI powered automation.

Users foresee challenges and opportunities in their their execution and create maximum impact.

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KNIME Analytics Platform logo

Make sense of data, together

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KNIME enables users to analyze, upskill, and scale data science without the need for coding. It's a complete platform that lets users blend, transform, model and visualize data, deploy and monitor analytical models, and share insights organization-wide with data apps and services.

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UniFi logo

UniFi — One system, limitless use cases.

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UniFi is one platform with limitless use cases across every department. With limitless use cases, innovative features, and the ability for end users to create bespoke apps without coding knowledge, UniFi is the one system that does it all.

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Altair AI Studio logo

Predictive data analytics software

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RapidMiner is a data analytics solution that offers a range of products to mine data, understand it and use it to predict outcomes. The applications is designed for data scientists and business analysts to design their data analysis processes without the need for code. RapidMiner works in any environment and with any data source, and allows you to deploy your data models on any enterprise hardware.

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Neural Designer logo

Code-Free Data Science and Machine Learning Platform

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Neural Designer is a user-friendly app for data science and machine learning.

It allows you to build AI-powered applications without coding or building block diagrams.

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Max AI logo

A GenAI analytics assistant for analyzing enterprise data

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AnswerRocket is an AI-powered augmented analytics platform that enables business users to get instant answers and insights from their data. With AnswerRocket, customers can monitor key metrics, identify performance drivers and detect critical issues in seconds.

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Neuton AutoML logo

Machine Learning cloud platform. Zero coding

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Neuton AutoML is a machine learning platform that helps businesses solve regression, multinomial, and time series classification problems. Team members can conduct exploratory data analysis, identify effects of changing individual variables, detect impactful features, and predict model lifecycle.

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Dash logo

Data visualization software for creating interactive apps

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Dash by Plotly is a data visualization software designed to help businesses of all sizes create, deploy, and manage interactive web applications. The platform enables organizations to deploy artificial intelligence (Ai) and data science-enabled apps to collaborate with members across teams, provide access permissions, and generate reports.

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Black Crow AI logo

Cloud-based artificial intelligence tool for eCommerce.

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Black Crow AI helps DTC brands scale profitability and acquire, recognize and retain customers across digital marketing channels.

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SAS Customer Intelligence 360 logo

SAS CI360 reinvents marketing via data-driven decisioning

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Machine learning is embedded into SAS Customer Intelligence 360 via the concept of guided analytics, which enables business users to leverage advanced ML features without writing code.

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Oracle Analytics Cloud logo

Become analytics-driven to improve business decisions

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Oracle Analytics is the cloud platform for the entire analytics process. It securely ingests, models, prepares, enriches, and visualizes data, with embedded ML & natural language tech to increase productivity. Available on-prem, cloud, or hybrid, it offers flexible cloud paths.

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SAS Viya logo

Cloud native AI and analytics platform

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SAS Viya is a cloud-native data and artificial intelligence platform designed to support analytics workflows across organizations. The platform features data management capabilities that provide access to multiple data sources with built-in governance and lineage tracking. It includes machine learning, statistical modeling, and data mining tools accessible through both visual and code-based interfaces, along with SAS Viya Copilot for AI-assisted tasks.

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Altair SLC logo

Data mining and analysis software

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Altair SLC (formerly WPS Analytics) runs programs written with SAS language syntax without translation and without licensing other third-party products. Altair SLC is built to handle high levels of throughput and reduces clients’ capital costs and operating expenses.

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Fosfor Decision Cloud logo

AIOps platform to build and design machine learning models

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Fosfor Refract is a AIOps platform that helps businesses leverage AI technology to create and design machine learning (ML) models. The platform provides a suite of tools and services to help businesses create and deploy ML models faster. Fosfor Refract’s AI-powered solution enables organizations to automatically discover, monitor and orchestrate their IT infrastructure.

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Datalore logo

Collaborative data analytics platform for teams.

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A collaborative data analytics platform that empowers teams to analyze data and share compelling data stories with stakeholders.

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