--- title: "Best Machine Learning Software 2026 | Capterra" description: "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_url: "https://www.capterra.com/machine-learning-software/" page_type: "category" language: "en" --- # Best Machine Learning Software 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 (391)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Statistical software for data analysis, quality improvement, predictive analytics, and process optimization. [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 [4.6 (37)](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. [Learn more about BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) 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 Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. [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 [## Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4.7 (2329)](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 (2099)](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 (723)](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 (524)](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 88% recommend this product [## ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) [4.6 (507)](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 (434)](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 84% recommend this product [## HeyGen](https://www.capterra.com/p/10015133/HeyGen/) [4.7 (319)](https://www.capterra.com/p/10015133/HeyGen/reviews/) Cloud-based AI video creation tool that generates videos from text using AI avatars, voice synthesis, translation, and lip-sync. [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 94% recommend this product [## Phrase](https://www.capterra.com/p/276186/Phrase/) [4.6 (274)](https://www.capterra.com/p/276186/Phrase/reviews/) Phrase empowers customers to automate, manage, translate, and integrate localization content at great speed, accuracy, and scale.  [Learn more about Phrase](https://www.capterra.com/p/276186/Phrase/) 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 84% recommend this product [## Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) [4.6 (265)](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 (242)](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 (175)](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 (169)](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 [## DigitalOcean](https://www.capterra.com/p/205055/DigitalOcean/) [4.6 (159)](https://www.capterra.com/p/205055/DigitalOcean/reviews/) Cloud-based platform offering compute, storage, databases, networking, and AI inference tools for developers and growing businesses. [Learn more about DigitalOcean](https://www.capterra.com/p/205055/DigitalOcean/) 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 [## ServiceNow Customer Service Management](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/) [4.4 (153)](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 (146)](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 [## Discovered](https://www.capterra.com/p/139913/Discovered/) [4.6 (126)](https://www.capterra.com/p/139913/Discovered/reviews/) Your Hardest Hiring Challenges SOLVED! The easiest tool to start hiring better quality people today. Never make a bad hire again.  [Learn more about Discovered](https://www.capterra.com/p/139913/Discovered/) 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 84% recommend this product [## Teramind](https://www.capterra.com/p/172645/Teramind/) [4.7 (107)](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 86% recommend this product Page 1 of 8 ## Top-rated software of 2026 ### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox. Filter (333) Products: Sort By: Featured Partners * * * 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/)