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Machine Learning Software with Data Mapping (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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42 software options

MySQL logo

One database service for transactions, analytics, and ML

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MySQL is a relational database management system (RDBMS) designed to help businesses record, update, and manage data and deploy cloud-native applications. Features include data masking and de-identification, multi-document transaction support, intrusion detection, alerts & configuration management.

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UiPath logo
Category Leaders

(RPA) AI-powered hyperautomation Robotic Process Automation

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UiPath Robotic Process Automation is a cloud-based solution which helps businesses & government organizations design & manage attended & unattended automation tasks to streamlining front-office activities. UiPath RPA lets users store multiple licenses in a unified database for future reference.

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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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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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Heap logo

All-in-one solution for creating great digital experiences.

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Heap is the only solution that shows you every action by every user on your product or site, then provides direction on the improvements that will most impact your business. With One-Click Session Replay & Autocapture, teams can quickly improve conversion, retention, and customer delight.

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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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Reveal logo

Artificial intelligence (AI)-enabled eDiscovery software

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Reveal builds and supports a leading AI-powered platform for eDiscovery, investigations, and related activities. With industry-leading artificial intelligence capabilities and visual analytics, our platform covers all phases of the EDRM from information governance through presentation.

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Cauliflower logo

Turn open feedback into insights—fast, smart, and scalable.

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Cauliflower is an AI-powered platform for analyzing open-ended survey responses, reviews, and qualitative feedback. It offers topic detection, sentiment and driver analysis, multilingual support, dashboards, and API access—ideal for research and CX teams seeking scalable text analytics.

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Ondato logo

Ondato - KYC, AML, identity and age verification solutions.

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Ondato is a global identity and age verification provider, helping businesses enhance security, ensure compliance, and prevent fraud with ease.

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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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Lityx logo

Machine learning platform

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The Lityx platform, LityxIQ, delivers simplified AI for organizations of any size, offering true decision intelligence at all points of an enterprise in a no-code environment. LityxIQ combines automated machine learning with mathematical optimization in a single platform to automate decision-making.

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Composable DataOps Platform logo

Business intelligence platform for application development

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Composable is an integrated DataOps platform and business intelligence (BI) solution that helps enterprises automate data orchestration and application development processes using artificial intelligence (AI) technology. Businesses can utilize the data catalog module to clone and share data.

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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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PrediCX logo

Machine learning labelling engine

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PrediCX by Warwick Analytics is an automated predictive analytics tool for text which uses machine learning to classify and label text-based data

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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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CrossEngage logo

Customer Data and Prediction | Maximize Your Customer Values

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CrossEngage offers an AutoML platform to easily and accurately identify, prioritize, and activate the most valuable customer audiences and optimize marketing decisions.

Using predefined algorithms, you can easily create and scale predictive models for CLV, churn, second-order, and more.

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Knowi logo

Augmented analytics platform for businesses of all sizes

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Knowi is an augmented analytics platform designed to help businesses of all sizes analyze data and manage multiple databases through machine learning and natural language processing. Key features include data blending, predictive analytics, white labeling, two-factor authentication, and reporting.

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