--- 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 Last updated on August 14, 2026 # Best Machine Learning Software ### [Nyckel](https://www.capterra.com/ppc/clicks/collect/CA/directory/df482ec1-932d-4418-823c-14eed901021b/destination?country=US&language=en&specificLocation=category-upgraded-product-name&sessionStartPage=aHR0cHM6Ly9ieC1jYXB0ZXJyYS1sb2pnY3NrZXQtZzJkbS52ZXJjZWwuYXBwL21hY2hpbmUtbGVhcm5pbmctc29mdHdhcmUv&categoryId=db51cdbf-f879-46f1-b155-4a0a3ce2800e&listingPosition=1&ts=1786967771118&s=E6E2734BCBC1A2D52245CB10A023E800DB4EA363D83F0708CBDF68E8D6233796) Use AI to classify images and text in just minutes. [Learn more about Nyckel](https://www.capterra.com/p/10016578/Nyckel/) Pricing info Free TrialFree Version 5-4 (0)3 (0)2-1 (0) Free TrialFree Version ### [Minitab](https://www.capterra.com/ppc/clicks/collect/CA/directory/327ad589-b198-4f5f-9237-a6d200b52931/destination?country=US&language=en&specificLocation=category-upgraded-product-name&sessionStartPage=aHR0cHM6Ly9ieC1jYXB0ZXJyYS1sb2pnY3NrZXQtZzJkbS52ZXJjZWwuYXBwL21hY2hpbmUtbGVhcm5pbmctc29mdHdhcmUv&categoryId=db51cdbf-f879-46f1-b155-4a0a3ce2800e&listingPosition=2&ts=1786967771120&s=76CED7B71E261869A09B18353D44A2EE5D9B35777F0E6E7CE809D0D2A45B1CA2) [4.5(390)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/)[Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [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/) Pricing info Free TrialFree Version 5-4 (364)3 (20)2-1 (6) Free TrialFree Version ### [BigQuery](https://www.capterra.com/ppc/clicks/collect/CA/directory/affe9a11-18d3-4df2-94e5-46d6737d400c/destination?country=US&language=en&specificLocation=category-upgraded-product-name&sessionStartPage=aHR0cHM6Ly9ieC1jYXB0ZXJyYS1sb2pnY3NrZXQtZzJkbS52ZXJjZWwuYXBwL21hY2hpbmUtbGVhcm5pbmctc29mdHdhcmUv&categoryId=db51cdbf-f879-46f1-b155-4a0a3ce2800e&listingPosition=3&ts=1786967771121&s=9914C6F941C298ECE8A7D1ADAA521A3F3402573D80B1617568A367187EAB705B) [4.6(37)](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/reviews/)[Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [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/) Pricing info Free TrialFree Version 5-4 (35)3 (2)2-1 (0) Free TrialFree Version ### [SAS Viya](https://www.capterra.com/ppc/clicks/collect/CA/directory/695e7ea5-265b-4299-bdcb-a916e79be8b8/destination?country=US&language=en&specificLocation=category-upgraded-product-name&sessionStartPage=aHR0cHM6Ly9ieC1jYXB0ZXJyYS1sb2pnY3NrZXQtZzJkbS52ZXJjZWwuYXBwL21hY2hpbmUtbGVhcm5pbmctc29mdHdhcmUv&categoryId=db51cdbf-f879-46f1-b155-4a0a3ce2800e&listingPosition=1&ts=1786967771123&s=E0D8B5C1FED2322667D96A6EFE592A4491B4B353C3E3CC1DDE88DF1A98B85699) [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/) Pricing info Free TrialFree Version 5-4 (11)3 (0)2-1 (1) Free TrialFree Version ### [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4.7(2317)](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/)[Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [View Profile](https://www.capterra.com/p/268690/Google-Cloud-Platform/) 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/) Pricing info Free TrialFree Version 5-4 (2,233)3 (73)2-1 (11) Free TrialFree Version ### [MySQL](https://www.capterra.com/p/11482/MySQL/) [4.6(2098)](https://www.capterra.com/p/11482/MySQL/reviews/)[Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/11482/MySQL/) [View Profile](https://www.capterra.com/p/11482/MySQL/) 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/) Pricing info Free TrialFree Version 5-4 (2,019)3 (76)2-1 (3) Free TrialFree Version ### [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/) [View Profile](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) [View Profile](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) 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/) Pricing info Free TrialFree Version 5-4 (705)3 (17)2-1 (1) Free TrialFree Version ### [Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) [4.7(524)](https://www.capterra.com/p/155191/Cloudflare/reviews/) [View Profile](https://www.capterra.com/p/155191/Cloudflare/) [View Profile](https://www.capterra.com/p/155191/Cloudflare/) 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/) Pricing info Free TrialFree Version 5-4 (502)3 (14)2-1 (8) Free TrialFree Version ### [ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) [4.6(505)](https://www.capterra.com/p/93333/ArcGIS/reviews/) [View Profile](https://www.capterra.com/p/93333/ArcGIS/) [View Profile](https://www.capterra.com/p/93333/ArcGIS/) 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/) Pricing info Free TrialFree Version 5-4 (480)3 (19)2-1 (6) Free TrialFree Version ### [vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) [4.7(433)](https://www.capterra.com/p/93512/VMware-Horizon/reviews/)[Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/93512/VMware-Horizon/) [View Profile](https://www.capterra.com/p/93512/VMware-Horizon/) 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/) Pricing info Free TrialFree Version 5-4 (425)3 (7)2-1 (1) Free TrialFree Version ### [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/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/119448/XLSTAT/) [View Profile](https://www.capterra.com/p/119448/XLSTAT/) 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/) Pricing info Free TrialFree Version 5-4 (386)3 (7)2-1 (5) Free TrialFree Version ### [HeyGen](https://www.capterra.com/p/10015133/HeyGen/) [4.7(317)](https://www.capterra.com/p/10015133/HeyGen/reviews/) [View Profile](https://www.capterra.com/p/10015133/HeyGen/) [View Profile](https://www.capterra.com/p/10015133/HeyGen/) 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/) Pricing info Free TrialFree Version 5-4 (305)3 (2)2-1 (10) Free TrialFree Version ### [Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) [4.6(264)](https://www.capterra.com/p/94317/Splunk/reviews/) [View Profile](https://www.capterra.com/p/94317/Splunk/) [View Profile](https://www.capterra.com/p/94317/Splunk/) 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/) Pricing info Free TrialFree Version 5-4 (252)3 (12)2-1 (0) Free TrialFree Version ### [Docebo](https://www.capterra.com/p/127213/Docebo/) [4.4(237)](https://www.capterra.com/p/127213/Docebo/reviews/) [View Profile](https://www.capterra.com/p/127213/Docebo/) [View Profile](https://www.capterra.com/p/127213/Docebo/) 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/) Pricing info Free TrialFree Version 5-4 (215)3 (9)2-1 (13) Free TrialFree Version ### [OriginPro](https://www.capterra.com/p/185129/OriginPro/) [4.8(197)](https://www.capterra.com/p/185129/OriginPro/reviews/) [View Profile](https://www.capterra.com/p/185129/OriginPro/) [View Profile](https://www.capterra.com/p/185129/OriginPro/) 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/) Pricing info Free TrialFree Version 5-4 (193)3 (3)2-1 (1) Free TrialFree Version ### [Reputation](https://www.capterra.com/p/167624/Reputation-com/) [4.4(184)](https://www.capterra.com/p/167624/Reputation-com/reviews/) [View Profile](https://www.capterra.com/p/167624/Reputation-com/) [View Profile](https://www.capterra.com/p/167624/Reputation-com/) 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/) Pricing info Free TrialFree Version 5-4 (165)3 (9)2-1 (10) Free TrialFree Version ### [Dext](https://www.capterra.com/p/160189/Dext/) [4.3(174)](https://www.capterra.com/p/160189/Dext/reviews/) [View Profile](https://www.capterra.com/p/160189/Dext/) [View Profile](https://www.capterra.com/p/160189/Dext/) 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/) Pricing info Free TrialFree Version 5-4 (147)3 (13)2-1 (14) Free TrialFree Version ### [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/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/171048/Wolfram-Mathematica/) [View Profile](https://www.capterra.com/p/171048/Wolfram-Mathematica/) 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/) Pricing info Free TrialFree Version 5-4 (161)3 (6)2-1 (2) Free TrialFree Version ### [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/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/253052/AdCreativeai/) [View Profile](https://www.capterra.com/p/253052/AdCreativeai/) 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/) Pricing info Free TrialFree Version 5-4 (99)3 (11)2-1 (59) Free TrialFree Version ### [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/) [View Profile](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/) [View Profile](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/) 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/) Pricing info Free TrialFree Version 5-4 (133)3 (16)2-1 (4) Free TrialFree Version ### [Mixpanel](https://www.capterra.com/p/158740/Mixpanel/) [4.5(146)](https://www.capterra.com/p/158740/Mixpanel/reviews/) [View Profile](https://www.capterra.com/p/158740/Mixpanel/) [View Profile](https://www.capterra.com/p/158740/Mixpanel/) 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/) Pricing info Free TrialFree Version 5-4 (137)3 (9)2-1 (0) Free TrialFree Version ### [Teramind](https://www.capterra.com/p/172645/Teramind/) [4.7(107)](https://www.capterra.com/p/172645/Teramind/reviews/) [View Profile](https://www.capterra.com/p/172645/Teramind/) [View Profile](https://www.capterra.com/p/172645/Teramind/) 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/) Pricing info Free TrialFree Version 5-4 (101)3 (5)2-1 (1) Free TrialFree Version ### [TensorFlow](https://www.capterra.com/p/170397/TensorFlow/) [4.6(104)](https://www.capterra.com/p/170397/TensorFlow/reviews/) [View Profile](https://www.capterra.com/p/170397/TensorFlow/) [View Profile](https://www.capterra.com/p/170397/TensorFlow/) 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/) Pricing info Free TrialFree Version 5-4 (101)3 (2)2-1 (1) Free TrialFree Version ### [Snowflake](https://www.capterra.com/p/148267/Snowflake/) [4.7(97)](https://www.capterra.com/p/148267/Snowflake/reviews/)[Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [View Profile](https://www.capterra.com/p/148267/Snowflake/) [View Profile](https://www.capterra.com/p/148267/Snowflake/) 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/) Pricing info Free TrialFree Version 5-4 (94)3 (3)2-1 (0) Free TrialFree Version ### [Kount](https://www.capterra.com/p/226974/Kount/) [4.6(93)](https://www.capterra.com/p/226974/Kount/reviews/) [View Profile](https://www.capterra.com/p/226974/Kount/) [View Profile](https://www.capterra.com/p/226974/Kount/) 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/) Pricing info Free TrialFree Version 5-4 (88)3 (4)2-1 (1) Free TrialFree Version 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. 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/)