--- 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 [Free](https://www.capterra.com/machine-learning-software/s/free/)[For Small Businesses](https://www.capterra.com/machine-learning-software/s/small-businesses/) 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 [4.6 (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 [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 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. [4.5 (391)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Analyze data in Minitab Statistical Software and connect results to Minitab Solution Center workflows. [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 (2342)](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 (2100)](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 [## Esri ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) [4.6 (508)](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 Esri 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 [## 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 (268)](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 [## Automation Anywhere](https://www.capterra.com/p/124575/Web-Data-Extraction/) [4.4 (195)](https://www.capterra.com/p/124575/Web-Data-Extraction/reviews/) Automation Anywhere is the leading Robotic Process Automation (RPA) platform, that automates all front and back office tasks. [Learn more about Automation Anywhere](https://www.capterra.com/p/124575/Web-Data-Extraction/) 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 [## Dext](https://www.capterra.com/p/160189/Dext/) [4.3 (176)](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 [## 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 [## Discovered](https://www.capterra.com/p/139913/Discovered/) [4.6 (127)](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 85% recommend this product [## Oracle Analytics Cloud](https://www.capterra.com/p/170920/Oracle-Analytics-Cloud/) [4.1 (105)](https://www.capterra.com/p/170920/Oracle-Analytics-Cloud/reviews/) The Oracle Analytics platform is a complete analytics solution with embedded ML that delivers insights for all data to any role. [Learn more about Oracle Analytics Cloud](https://www.capterra.com/p/170920/Oracle-Analytics-Cloud/) 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 [## Alteryx](https://www.capterra.com/p/145696/Alteryx-Designer/) [4.8 (102)](https://www.capterra.com/p/145696/Alteryx-Designer/reviews/) Alteryx unifies analytics, data science and process automation in one, end-to-end platform to accelerate digital transformation. [Learn more about Alteryx](https://www.capterra.com/p/145696/Alteryx-Designer/) 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 [## 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 [## Anaconda](https://www.capterra.com/p/191760/Anaconda/) [4.6 (87)](https://www.capterra.com/p/191760/Anaconda/reviews/) Secure, orchestrate, and accelerate data and AI at scale on the trusted foundation for AI-native development. [Learn more about Anaconda](https://www.capterra.com/p/191760/Anaconda/) 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 [## SAP HANA Cloud](https://www.capterra.com/p/227383/SAP-HANA-Cloud/) [4.5 (79)](https://www.capterra.com/p/227383/SAP-HANA-Cloud/reviews/) SAP HANA Cloud is a multi-model database system enabling users to build and deploy intelligent data applications at scale. [Learn more about SAP HANA Cloud](https://www.capterra.com/p/227383/SAP-HANA-Cloud/) 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 [## Cheat Layer](https://www.capterra.com/p/249789/Cheat-Layer/) [4.7 (68)](https://www.capterra.com/p/249789/Cheat-Layer/reviews/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) Cheat Layer allows you to automate any website without the need for writing code, our AI powered No Code tools make automation easy! [Learn more about Cheat Layer](https://www.capterra.com/p/249789/Cheat-Layer/) 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 [## AeroMegh](https://www.capterra.com/p/10002374/AeroMegh/) [4.7 (61)](https://www.capterra.com/p/10002374/AeroMegh/reviews/) AeroMegh is a Stop Solution to transform drone data into actionable insights. [Learn more about AeroMegh](https://www.capterra.com/p/10002374/AeroMegh/) 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 7 ## 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 (296) 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/)[For Small Businesses](https://www.capterra.com/machine-learning-software/s/small-businesses/)