# Best Machine Learning Software 2026 | Capterra > Find the top Machine Learning software of 2026 on Capterra. Based on millions of verified user reviews - compare and filter for whats important to you to find the best tools for your needs. Source: https://www.capterra.com/machine-learning-software --- # Best Machine Learning Software For more information consult our [Machine Learning Buyers Guide](#buyers-guide-content) [4.4 (12)](https://www.capterra.com/p/10004983/SAS-Viya/#reviews) SAS Viya is a cloud-native AI and analytics platform that integrates data, builds models, and manages cloud infrastructure. [Learn more about SAS Viya](https://www.capterra.com/p/10004983/SAS-Viya/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 0.0 (0) Use AI to classify images and text in just minutes. [Learn more about Nyckel](https://www.capterra.com/p/10016578/Nyckel/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [4.5 (388)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Powerful statistical software everyone can use to analyze data and find meaningful solutions to their toughest business problems. [Learn more about Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4.7 (2269)](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Cloud-based service that allows users to create anything from swebsites to complex applications for businesses of all sizes. [Learn more about Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 82% recommend this product [## MySQL](https://www.capterra.com/p/11482/MySQL/) [4.6 (2094)](https://www.capterra.com/p/11482/MySQL/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Meet the database challenges of next gen web, cloud, & communications services with uncompromising scalability, uptime and scalability [Learn more about MySQL](https://www.capterra.com/p/11482/MySQL/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 86% recommend this product [## UiPath](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) [4.6 (721)](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/reviews/) UiPath caters to companies from all industries wanting to easily automate their web, SAP and Citrix-based business processes. [Learn more about UiPath](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 92% recommend this product [## Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) [4.7 (516)](https://www.capterra.com/p/155191/Cloudflare/reviews/) Cloudflare is a web performance and security company on a mission to build a better Internet. [Learn more about Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 89% recommend this product [## ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) [4.6 (503)](https://www.capterra.com/p/93333/ArcGIS/reviews/) Web, on-prem and mobile solutions to help businesses with mapping, data management, predictive modeling, geocoding and more. [Learn more about ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) [4.7 (432)](https://www.capterra.com/p/93512/VMware-Horizon/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Cloud-based virtualization platform which helps enterprises with data consolidation, infrastructure security and remote support. [Learn more about vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 90% recommend this product [## XLSTAT](https://www.capterra.com/p/119448/XLSTAT/) [4.7 (398)](https://www.capterra.com/p/119448/XLSTAT/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) The leading data analysis and statistical solution for Microsoft EXCEL®. Analyze, customize and share your results. [Learn more about XLSTAT](https://www.capterra.com/p/119448/XLSTAT/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 85% recommend this product [## HeyGen](https://www.capterra.com/p/10015133/HeyGen/) [4.7 (309)](https://www.capterra.com/p/10015133/HeyGen/reviews/) HeyGen is a cloud-based video creation tool that allows you to easily create professional-quality videos. [Learn more about HeyGen](https://www.capterra.com/p/10015133/HeyGen/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 95% recommend this product [## Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) [4.6 (259)](https://www.capterra.com/p/94317/Splunk/reviews/) Get actionable insights with Splunk’s powerful dashboards and end-to-end visibility from edge to cloud—powered by Splunk AI. [Learn more about Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 85% recommend this product [## Docebo](https://www.capterra.com/p/127213/Docebo/) [4.4 (235)](https://www.capterra.com/p/127213/Docebo/reviews/) Docebo is an AI-powered learning platform that helps 3,900+ organizations support continuous learning for employees, partners and custo [Learn more about Docebo](https://www.capterra.com/p/127213/Docebo/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## OriginPro](https://www.capterra.com/p/185129/OriginPro/) [4.8 (197)](https://www.capterra.com/p/185129/OriginPro/reviews/) Visualize, explore and analyze your data with a user-friendly, point-and-click interface. Optimize your workflow with batch operations. [Learn more about OriginPro](https://www.capterra.com/p/185129/OriginPro/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 89% recommend this product [## Reputation](https://www.capterra.com/p/167624/Reputation-com/) [4.4 (184)](https://www.capterra.com/p/167624/Reputation-com/reviews/) Reputration management tool that helps teams convert customer feedback & comments into actionable feedback to manage brand reputation. [Learn more about Reputation](https://www.capterra.com/p/167624/Reputation-com/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Dext](https://www.capterra.com/p/160189/Dext/) [4.3 (173)](https://www.capterra.com/p/160189/Dext/reviews/) AI bookkeeping software that extracts financial data from receipts and e-commerce platforms, and syncs with Xero, QuickBooks, and Sage. [Learn more about Dext](https://www.capterra.com/p/160189/Dext/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) [4.6 (169)](https://www.capterra.com/p/171048/Wolfram-Mathematica/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Technical computing system that provides tools for image processing, geometry, visualization, machine learning, data mining, and more. [Learn more about Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## AdCreative.ai](https://www.capterra.com/p/253052/AdCreativeai/) [3.3 (167)](https://www.capterra.com/p/253052/AdCreativeai/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) AI-powered ad creation for high-converting creatives. No design skills are needed—just results. Start generating ads today! [Learn more about AdCreative.ai](https://www.capterra.com/p/253052/AdCreativeai/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## ServiceNow Customer Service Management](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/) [4.4 (152)](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/reviews/) Automate and streamline processes to solve customer issues faster, decreasing your cost to serve and increasing customer loyalty. [Learn more about ServiceNow Customer Service Management](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Mixpanel](https://www.capterra.com/p/158740/Mixpanel/) [4.5 (145)](https://www.capterra.com/p/158740/Mixpanel/reviews/) Mixpanel is the decision analytics platform that helps teams move fast, align confidently, and act on what matters most. [Learn more about Mixpanel](https://www.capterra.com/p/158740/Mixpanel/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## TensorFlow](https://www.capterra.com/p/170397/TensorFlow/) [4.6 (104)](https://www.capterra.com/p/170397/TensorFlow/reviews/) An open-source platform that allows developers, businesses and researchers to build and deploy machine learning algorithms. [Learn more about TensorFlow](https://www.capterra.com/p/170397/TensorFlow/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 83% recommend this product [## Snowflake](https://www.capterra.com/p/148267/Snowflake/) [4.7 (96)](https://www.capterra.com/p/148267/Snowflake/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Snowflake empowers the Data Cloud, fostering global data connectivity and collaboration across diverse scales and types. [Learn more about Snowflake](https://www.capterra.com/p/148267/Snowflake/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Kount](https://www.capterra.com/p/226974/Kount/) [4.6 (93)](https://www.capterra.com/p/226974/Kount/reviews/) Kount's advanced AI and Machine Learning deliver fraud prevention and enable personalized customer experiences for 9,000+ top brands. [Learn more about Kount](https://www.capterra.com/p/226974/Kount/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Teramind](https://www.capterra.com/p/172645/Teramind/) [4.7 (92)](https://www.capterra.com/p/172645/Teramind/reviews/) Unified workforce intelligence platform for insider risk detection, DLP, behavioral analytics, and productivity optimization. [Learn more about Teramind](https://www.capterra.com/p/172645/Teramind/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## Workday Financial Management](https://www.capterra.com/p/66909/Workday-Financial-Management/) [4.4 (87)](https://www.capterra.com/p/66909/Workday-Financial-Management/reviews/) Workday Financial Management enables accounting to operate with greater productivity, superior insights, and adapt to changing needs.  [Learn more about Workday Financial Management](https://www.capterra.com/p/66909/Workday-Financial-Management/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management Page 1 of 11 Filter (275) Products: Sort By: Sponsored * * * Plan Type Free Trial Popular 85% of professionals opt for a 30-day trial before the software purchase Other subsciption plans: Free Version Monthly Subscription Annual Subscription One-Time License Key Features All key features Popular We have selected the most important and critical features as defined by Capterra user reviews Activity Dashboard AI Copilot API Collaboration Tools Data Import/Export Data Visualization Deep Learning Generative AI ML Algorithm Library Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management Deployment Cloud, SaaS, Web-Based Desktop Mac Desktop Windows Desktop Linux On-Premise Windows On-Premise Linux Desktop Chromebook Mobile Android Mobile iPhone Mobile iPad Related Software Category: [Artificial Intelligence Software](https://www.capterra.com/artificial-intelligence-software/)[Big Data Software](https://www.capterra.com/big-data-software/)[Deep Learning Software](https://www.capterra.com/deep-learning-software/)[Robotic Process Automation Software](https://www.capterra.com/robotic-process-automation-software/) I'm looking for Machine Learning Software that is: [Free](https://www.capterra.com/machine-learning-software/s/free/)