--- title: "Best Free Machine Learning Software Solutions 2026 | Capterra" description: "Find and compare the 2026 best free Machine Learning software solutions, using our interactive tool to quickly narrow your choices based on businesses like yours." source_url: "https://www.capterra.com/machine-learning-software/s/free/" page_type: "subcategory" language: "en" --- # Best Machine Learning Software for free ## BigQuery Rating: 4.6 out of 5 (37 reviews) Profile: [BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $0.01 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Connectors: 4.7 rating - Data Visualization: 5.0 rating - Multiple Data Sources: 5.0 rating #### Feature-related review snippet Reviewer: Rishikumar P. Reviewer details: Computer Software, Self-employed Published: February 1, 2023 > "The user interface is intuitive and easy to navigate, making it accessible for users of all skill levels." ### Gallery tab Ease of use: 4.4 out of 5 (37 reviews) #### Related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" ### Integrations tab BigQuery connects with 27+ software tools. [See all integrations](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/#integrations) #### Most popular integrations - Google Analytics 360: 4.8 rating - Google Ads: 4.4 rating - Google Data Studio: 4.3 rating - Looker: 4.5 rating - Remote: 4.4 rating - Built: 4.3 rating #### Integrations-related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" --- ## Google Cloud Rating: 4.7 out of 5 (2,322 reviews) Profile: [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cloud-based service that allows users to create anything from swebsites to complex applications for businesses of all sizes. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive data management platform - Seamless multi-device accessibility Cons: - Limited and slow customer support - Occasional slow performance issues #### Starting price Starting price: Not available Pricing details: Usage Based, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Security: 5.0 rating - Data Import/Export: 4.3 rating - API: 4.8 rating - Data Connectors: 4.8 rating #### Lowest rated features - Natural Language Processing: 1.0 rating - Reporting & Statistics: 2.0 rating - Predictive Analytics: 4.0 rating - Data Capture and Transfer: 3.7 rating #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Marketing and Advertising, Self-employed Published: April 1, 2026 > "I like that it's quite easy to navigate, you don't get lost in the depth of an unnecessary complex interface" ### Gallery tab Ease of use: 4.5 out of 5 (2,322 reviews) #### Related review snippet Reviewer: Mike P. Reviewer details: Construction, 51-200 employees Published: July 7, 2026 > "It is built to seamlessly pipe documents from raw storage into intelligent data pipelines, converting unstructured paperwork into actionable business infrastructure" ### Integrations tab Google Cloud connects with 33+ software tools. [See all integrations](https://www.capterra.com/p/268690/Google-Cloud-Platform/#integrations) #### Most popular integrations - Slack: 4.8 rating - Webex Suite: 4.4 rating - Telegram: 3.8 rating - Stripe: 4.6 rating - SendGrid: 4.2 rating - Splunk Enterprise: 4.6 rating #### Integrations-related review snippet Reviewer: Matthew M. Reviewer details: Health, Wellness and Fitness, Self-employed Published: March 26, 2026 > "Great integration with other Google tools If you’re already using Google Workspace, Gmail, or Google Analytics, everything connects pretty seamlessly." --- ## MySQL Rating: 4.6 out of 5 (2,098 reviews) Profile: [MySQL](https://www.capterra.com/p/11482/MySQL/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Meet the database challenges of next gen web, cloud, & communications services with uncompromising scalability, uptime and scalability #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Pros: - Cost-effective open source platform - Versatile language compatibility Cons: - Performance limitations with scale - Frequent bugs and error handling #### Starting price Starting price: $2000.00 Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Security: 5.0 rating - Configurable Workflow: 4.5 rating - Predictive Modeling: 4.3 rating - Data Connectors: 4.5 rating #### Lowest rated features - Activity Dashboard: 3.0 rating - Predictive Analytics: 4.0 rating - Data Import/Export: 4.0 rating - Activity Tracking: 5.0 rating #### Feature-related review snippet Reviewer: Ram N. Reviewer details: Financial Services, 201-500 employees Published: May 13, 2024 > "I like the light user experience that MySQL gives me." ### Gallery tab Ease of use: 4.4 out of 5 (2,098 reviews) #### Related review snippet Reviewer: Nay Myo H. Reviewer details: Banking, 201-500 employees Published: November 6, 2024 > "MySQL is one of the most widely used databases, meaning there’s extensive documentation, community support, and established best practices that can assist in troubleshooting and optimization." ### Integrations tab MySQL connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/11482/MySQL/#integrations) #### Most popular integrations - WordPress: 4.8 rating #### Integrations-related review snippet Reviewer: Harshit G. Reviewer details: Financial Services, 51-200 employees Published: March 13, 2025 > "The best thing I like about it’s integration with Excel." --- ## UiPath Rating: 4.6 out of 5 (723 reviews) Profile: [UiPath](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) Visible tabs: Overview, Features, Integrations ### Overview tab #### What is this product about? UiPath caters to companies from all industries wanting to easily automate their web, SAP and Citrix-based business processes. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Extensive learning resources available - Enhanced efficiency and ROI Cons: - Stability and error challenges - Disruptive and inconsistent updates #### Starting price Starting price: $420.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Not available - Data Visualization: Not available - API: Available - Predictive Modeling: Not available - Data Import/Export: Not available - Model Training: Available - Natural Language Processing: Available - Collaboration Tools: Available - Workflow Management: Not available - ML Algorithm Library: Available - Activity Dashboard: Not available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Anirudh B. Reviewer details: Banking, 5,001-10,000 employees Published: June 23, 2026 > "Overall UiPath in my current opinion is the most powerful and useable of the RPA tools." ### Integrations tab UiPath connects with 9+ software tools. [See all integrations](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/#integrations) #### Most popular integrations - Google Docs: 4.7 rating - Google Drive: 5.0 rating - Microsoft Excel: 4.6 rating - Gmail: 4.7 rating - Google Calendar: 4.8 rating - Microsoft Outlook: 5.0 rating #### Integrations-related review snippet Reviewer: Daniel M. Reviewer details: Information Technology and Services, 201-500 employees Published: July 27, 2022 > "It can manage and document test cases and integrate with other development tools." --- ## Cloudflare Rating: 4.7 out of 5 (524 reviews) Profile: [Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cloudflare is a web performance and security company on a mission to build a better Internet. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Pros: - Global CDN for faster sites - Enhanced security and speed Cons: - Slow and limited support options #### Starting price Starting price: $20.00 Pricing details: Flat Rate, Per Month Free trial: No Free demo: No ### Features tab #### Highest rated features - API: 2.0 rating #### Feature-related review snippet Reviewer: Martin P. Reviewer details: Information Technology and Services, Self-employed Published: May 9, 2024 > "You can easily monitor your side using tools build-in in the web interface." ### Gallery tab Ease of use: 4.6 out of 5 (524 reviews) #### Related review snippet Reviewer: Kaynan S. Reviewer details: Computer Software, 51-200 employees Published: July 13, 2026 > "At NextDay AI, the combination of traffic protection, flexible security controls, caching, R2 storage and Pages helps us keep services fast and reliable while simplifying parts of our infrastructure." ### Integrations tab Cloudflare connects with 34+ software tools. [See all integrations](https://www.capterra.com/p/155191/Cloudflare/#integrations) #### Most popular integrations - Rippling: 4.9 rating - Adobe Commerce: 4.3 rating - Drupal: 4.2 rating - Webflow: 4.5 rating - Sender: 4.7 rating - Buddy: 4.8 rating #### Integrations-related review snippet Reviewer: Hrithik V. Reviewer details: Financial Services, 201-500 employees Published: June 30, 2026 > "Features like DNS, CDN, SSL, WAF, and Access integrate well and help improve both reliability and application security." --- ## ArcGIS Rating: 4.6 out of 5 (506 reviews) Profile: [ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Web, on-prem and mobile solutions to help businesses with mapping, data management, predictive modeling, geocoding and more. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 4.1 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.0 out of 5 #### Pros and cons based on reviews Pros: - Robust spatial analytics suite - Widely adopted industry platform Cons: - Frequent crashes and persistent bugs - High and complex licensing costs #### Starting price Starting price: Not available Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Import/Export: 5.0 rating #### Feature-related review snippet Reviewer: Nicholas C. Reviewer details: Telecommunications, 501-1,000 employees Published: October 13, 2023 > "UI / UX is generally intuitive and well-organised which is helpful especially for beginners / infrequent end-users who do not use ArcGIS on a daily basis." ### Gallery tab Ease of use: 3.9 out of 5 (506 reviews) #### Related review snippet Reviewer: Anthony P. Reviewer details: Utilities, 201-500 employees Published: November 10, 2025 > "The ArcGIS eco-system has come a long way and now incorporates mobile workflows and data entry to enable an enterprise-wide solution" ### Integrations tab ArcGIS connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/93333/ArcGIS/#integrations) #### Most popular integrations - AutoCAD: 4.5 rating #### Integrations-related review snippet Reviewer: Brian H. Reviewer details: Utilities, 11-50 employees Published: March 11, 2021 > "ArcGIS has become a core piece of our business and our daily operations, and we continue to increase its use and integration with other systems." --- ## XLSTAT Rating: 4.7 out of 5 (398 reviews) Profile: [XLSTAT](https://www.capterra.com/p/119448/XLSTAT/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? The leading data analysis and statistical solution for Microsoft EXCEL®. Analyze, customize and share your results. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and simple operation - Comprehensive statistics in Excel Cons: - Frequent crashes and glitches - High cost for individuals #### Starting price Starting price: $295.00 Pricing details: Flat Rate, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Predictive Analytics: 5.0 rating - Reporting & Statistics: 4.7 rating - Data Visualization: 4.4 rating - Data Capture and Transfer: 4.0 rating #### Lowest rated features - ML Algorithm Library: 5.0 rating #### Feature-related review snippet Reviewer: Larry C. Reviewer details: Financial Services, Self-employed Published: June 30, 2026 > "It has a very nice user interface with Excel." ### Gallery tab Ease of use: 4.6 out of 5 (398 reviews) #### Related review snippet Reviewer: Matej P. Reviewer details: Veterinary, 51-200 employees Published: September 8, 2024 > "The xlstat is perfect for evaluation date for sensoric analysis, discrimination analysis and also for basic statistical thest." ### Integrations tab XLSTAT connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/119448/XLSTAT/#integrations) #### Most popular integrations - Microsoft Excel: 4.9 rating #### Integrations-related review snippet Reviewer: Reginald B. Reviewer details: Medical Practice, Self-employed Published: February 13, 2025 > "Have used it for at least 7 years - gradual improvements in integration into Excel have made it very easy to use now." --- ## HeyGen Rating: 4.7 out of 5 (318 reviews) Profile: [HeyGen](https://www.capterra.com/p/10015133/HeyGen/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? HeyGen is a cloud-based video creation tool that allows you to easily create professional-quality videos. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and accessible interface - Rapid professional video production Cons: - High and inflexible pricing #### Starting price Starting price: $0.00 Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Management: 5.0 rating - ML Algorithm Library: 5.0 rating - Model Training: 5.0 rating - Natural Language Processing: 5.0 rating #### Feature-related review snippet Reviewer: Wilfried L. Reviewer details: Marketing and Advertising, 11-50 employees Published: May 17, 2026 > "The user interface is clean, rendering is quick, and the platform keeps improving with new features." ### Gallery tab Ease of use: 4.7 out of 5 (318 reviews) #### Related review snippet Reviewer: Luis V. Reviewer details: Broadcast Media, 51-200 employees Published: June 17, 2026 > "The AI-generated videos provide a novel method to present campaigns, while the image generation feature has streamlined this brainstorming process for pitches." --- ## Mixpanel Rating: 4.5 out of 5 (146 reviews) Profile: [Mixpanel](https://www.capterra.com/p/158740/Mixpanel/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Mixpanel is the decision analytics platform that helps teams move fast, align confidently, and act on what matters most. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $25.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 5.0 rating - Predictive Analytics: 5.0 rating - Predictive Modeling: 5.0 rating - Activity Dashboard: 5.0 rating #### Lowest rated features - Data Import/Export: 5.0 rating #### Feature-related review snippet Reviewer: Niccolo F. Reviewer details: Renewables & Environment, 1-10 employees Published: November 16, 2023 > "Their UI is easy, setup time is very short." ### Gallery tab Ease of use: 4.1 out of 5 (146 reviews) #### Related review snippet Reviewer: Flavio M. Reviewer details: Banking, 201-500 employees Published: February 26, 2026 > "Mixpanel enables scalable, self-service analytics across Product, UX, and Data teams—supporting faster, evidence-based decision-making." ### Integrations tab Mixpanel connects with 37+ software tools. [See all integrations](https://www.capterra.com/p/158740/Mixpanel/#integrations) #### Most popular integrations - Microsoft Azure: 4.6 rating - Intercom: 5.0 rating - Marketo Engage: 5.0 rating - OneSignal: 1.0 rating - Appcues: 4.8 rating - LeadsBridge: 4.4 rating #### Integrations-related review snippet Reviewer: Niccolo F. Reviewer details: Renewables & Environment, 1-10 employees Published: November 16, 2023 > "It integrates seamlessly with low-code platforms, such as Bubble." --- ## Anaconda Rating: 4.6 out of 5 (87 reviews) Profile: [Anaconda](https://www.capterra.com/p/191760/Anaconda/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Anaconda enables businesses to securely harness the power of the open-source data science and AI community. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.0 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per Feature Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Predictive Modeling: 4.4 rating - Predictive Analytics: 4.2 rating - Model Training: 4.8 rating - Data Visualization: 4.2 rating #### Lowest rated features - Data Connectors: 3.0 rating - Data Extraction: 3.0 rating - API: 4.3 rating - ML Algorithm Library: 4.5 rating #### Feature-related review snippet Reviewer: Moustafa Medhat A. Reviewer details: Medical Devices, 10,001+ employees Published: February 1, 2022 > "I like the interface of Anaconda as it is so minimalistic and all options can be understood easily especially for beginners." ### Gallery tab Ease of use: 4.4 out of 5 (87 reviews) #### Related review snippet Reviewer: Aditya R. Reviewer details: Computer Networking, Self-employed Published: January 7, 2026 > "It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues." --- ## 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 (78) 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/)