--- title: "2023 Capterra Shortlist for Machine Learning | Capterra" description: "Discover the highest-rated & most popular Machine Learning Software of 2023. Make Capterra Shortlist your first stop when searching for software." source_url: "https://www.capterra.com/machine-learning-software/shortlist/" page_type: "shortlist" language: "en" --- # 2023 Capterra Shortlist for Machine Learning - [All Products](https://www.capterra.com/machine-learning-software/) - [Capterra Shortlist](https://www.capterra.com/machine-learning-software/shortlist/) [How it was made](#methodology) ## / Get to a better list with verified ratings & reviews Capterra Shortlist charts the highest-rated and most popular software products. Explore, save your progress, and share with colleagues. Want to learn more? [Read Full Scoring Methodology](https://www.capterra.com/resources/proprietary-data-research/#capterra-shortlist-methodology) ## Our Top 5 Picks 2023 Capterra Shortlist The five highest-scoring tools from our shortlist, compared on the metrics that matter most. | Metric | [Snowflake (Top Rated)](https://www.capterra.com/p/148267/Snowflake/) | [Google Cloud (Easy to Use)](https://www.capterra.com/p/268690/Google-Cloud-Platform/) | [MySQL (Feature Rich)](https://www.capterra.com/p/11482/MySQL/) | [Appen (Great Value)](https://www.capterra.com/p/210755/Appen/) | [Minitab (Top Support)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) | | --- | --- | --- | --- | --- | --- | | Rating | 4.7 (97 reviews) | 4.7 (2,322 reviews) | 4.6 (2,098 reviews) | 4.1 (40 reviews) | 4.5 (391 reviews) | | Capterra score | 98/100 | 95/100 | 93/100 | 89/100 | 88/100 | | Starting price | $23.00/month | Not available | $2000.00/year | Not available | $1851.00/year | | Free plan | Not available | Available | Available | Not available | Not available | | Free trial | Available | Available | Available | Not available | Available | | Standout Feature | Compliance Management | Capacity Analytics | Activity Tracking | API | AI/Machine Learning | | Integrations | 20 integrations | 33 integrations | 1 integration | Not available | 3 integrations | --- ## Explore the Full Machine Learning Shortlist [ ](https://www.capterra.com/p/148267/Snowflake/) ## [Snowflake](https://www.capterra.com/p/148267/Snowflake/) [4.7 (97)](https://www.capterra.com/p/148267/Snowflake/reviews/)[View all reviews](https://www.capterra.com/p/148267/Snowflake/reviews/) [](https://www.capterra.com/p/148267/Snowflake/) Snowflake empowers the Data Cloud, fostering global data connectivity and collaboration across diverse scales and types. Overall Score 98/100 Popularity: 50/50 Ratings: 48/50 Review Breakdown Ease of Use 4.5 Customer Service 4.3 Features 4.5 Value for Money 4.3 Paid plans start at $23.00Per Month Free Trial Free Version Category Features 5/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/268690/Google-Cloud-Platform/) ## [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4.7 (2322)](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/)[View all reviews](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/) [](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. Overall Score 95/100 Popularity: 46/50 Ratings: 49/50 Review Breakdown Ease of Use 4.5 Customer Service 4.3 Features 4.6 Value for Money 4.4 Paid plans start at Not provided by the vendor Category Features 8/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/11482/MySQL/) ## [MySQL](https://www.capterra.com/p/11482/MySQL/) [4.6 (2098)](https://www.capterra.com/p/11482/MySQL/reviews/)[View all reviews](https://www.capterra.com/p/11482/MySQL/reviews/) [](https://www.capterra.com/p/11482/MySQL/) Meet the database challenges of next gen web, cloud, & communications services with uncompromising scalability, uptime and scalability Overall Score 93/100 Popularity: 44/50 Ratings: 49/50 Review Breakdown Ease of Use 4.4 Customer Service 4.2 Features 4.5 Value for Money 4.6 Paid plans start at $2000.00Per Year Free Trial Free Version Category Features 9/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/210755/Appen/) ## [Appen](https://www.capterra.com/p/210755/Appen/) [4.1 (40)](https://www.capterra.com/p/210755/Appen/reviews/)[View all reviews](https://www.capterra.com/p/210755/Appen/reviews/) [](https://www.capterra.com/p/210755/Appen/) Appen is the global leader in AI training data. Most of today’s interactions between consumers and AI are supported by Appen. Overall Score 89/100 Popularity: 43/50 Ratings: 46/50 Review Breakdown Ease of Use 4.0 Customer Service 3.8 Features 4.0 Value for Money 4.0 Paid plans start at Not provided by the vendor Category Features 8/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) ## [Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) [4.5 (391)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/)[View all reviews](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) Statistical software for data analysis, quality improvement, predictive analytics, and process optimization. Overall Score 88/100 Popularity: 40/50 Ratings: 48/50 Review Breakdown Ease of Use 4.2 Customer Service 4.2 Features 4.4 Value for Money 4.2 Paid plans start at $1851.00Per Year Free Trial Free Version Category Features 7/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/175432/Clickworker/) ## [Clickworker](https://www.capterra.com/p/175432/Clickworker/) [4.2 (59)](https://www.capterra.com/p/175432/Clickworker/reviews/)[View all reviews](https://www.capterra.com/p/175432/Clickworker/reviews/) [](https://www.capterra.com/p/175432/Clickworker/) clickworker creates AI training data using a 5M strong global crowd and collection, categorization, tagging and annotation services Overall Score 84/100 Popularity: 39/50 Ratings: 45/50 Review Breakdown Ease of Use 4.3 Customer Service 4.4 Features 4.2 Value for Money 4.3 Paid plans start at Not provided by the vendor Category Features 9/14 REVIEW BREAKDOWN PRICING PROS & CONS ## Get the full software list now ### The latest prices and features straight to your inbox. Compare anytime. [ ](https://www.capterra.com/p/171048/Wolfram-Mathematica/) ## [Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) [4.6 (169)](https://www.capterra.com/p/171048/Wolfram-Mathematica/reviews/)[View all reviews](https://www.capterra.com/p/171048/Wolfram-Mathematica/reviews/) [](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. Overall Score 81/100 Popularity: 32/50 Ratings: 49/50 Review Breakdown Ease of Use 4.2 Customer Service 4.2 Features 4.7 Value for Money 4.2 Paid plans start at $335.00One Time Free Trial Free Version Category Features 3/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/253052/AdCreativeai/) ## [AdCreative.ai](https://www.capterra.com/p/253052/AdCreativeai/) [3.3 (169)](https://www.capterra.com/p/253052/AdCreativeai/reviews/)[View all reviews](https://www.capterra.com/p/253052/AdCreativeai/reviews/) [](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! Overall Score 79/100 Popularity: 37/50 Ratings: 42/50 Review Breakdown Ease of Use 3.6 Customer Service 3.2 Features 3.3 Value for Money 3.1 Paid plans start at $39.00Per Month Free Trial Free Version Category Features 5/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/119448/XLSTAT/) ## [XLSTAT](https://www.capterra.com/p/119448/XLSTAT/) [4.7 (398)](https://www.capterra.com/p/119448/XLSTAT/reviews/)[View all reviews](https://www.capterra.com/p/119448/XLSTAT/reviews/) [](https://www.capterra.com/p/119448/XLSTAT/) The leading data analysis and statistical solution for Microsoft EXCEL®. Analyze, customize and share your results. Overall Score 77/100 Popularity: 27/50 Ratings: 50/50 Review Breakdown Ease of Use 4.6 Customer Service 4.5 Features 4.6 Value for Money 4.5 Paid plans start at $295.00Per Year Free Trial Free Version Category Features 4/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/10009418/Admin-By-Request/) ## [Admin By Request](https://www.capterra.com/p/10009418/Admin-By-Request/) [4.9 (69)](https://www.capterra.com/p/10009418/Admin-By-Request/reviews/)[View all reviews](https://www.capterra.com/p/10009418/Admin-By-Request/reviews/) [](https://www.capterra.com/p/10009418/Admin-By-Request/) Endpoint privilege management with just-in-time admin elevation, full auditing, and secure remote access for Windows, macOS, and Linux. Overall Score 76/100 Popularity: 26/50 Ratings: 50/50 Review Breakdown Ease of Use 4.8 Customer Service 4.7 Features 4.8 Value for Money 4.7 Paid plans start at Not provided by the vendor Category Features 5/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) ## [BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) [4.6 (37)](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/reviews/)[View all reviews](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/reviews/) BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. Overall Score 75/100 Popularity: 26/50 Ratings: 49/50 Review Breakdown Ease of Use 4.4 Customer Service 3.9 Features 4.6 Value for Money 4.2 Paid plans start at $0.01Per Month Free Trial Free Version Category Features 8/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/93512/VMware-Horizon/) ## [vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) [4.7 (433)](https://www.capterra.com/p/93512/VMware-Horizon/reviews/)[View all reviews](https://www.capterra.com/p/93512/VMware-Horizon/reviews/) [](https://www.capterra.com/p/93512/VMware-Horizon/) Cloud-based virtualization platform which helps enterprises with data consolidation, infrastructure security and remote support. Overall Score 75/100 Popularity: 26/50 Ratings: 49/50 Review Breakdown Ease of Use 4.4 Customer Service 4.3 Features 4.6 Value for Money 4.2 Paid plans start at $576.96Per Year Free Trial Free Version Category Features 3/14 REVIEW BREAKDOWN PRICING PROS & CONS [ ](https://www.capterra.com/p/249789/Cheat-Layer/) ## [Cheat Layer](https://www.capterra.com/p/249789/Cheat-Layer/) [4.7 (68)](https://www.capterra.com/p/249789/Cheat-Layer/reviews/)[View all reviews](https://www.capterra.com/p/249789/Cheat-Layer/reviews/) [](https://www.capterra.com/p/249789/Cheat-Layer/) Cheat Layer allows you to automate any website without the need for writing code, our AI powered No Code tools make automation easy! Overall Score 74/100 Popularity: 25/50 Ratings: 49/50 Review Breakdown Ease of Use 3.9 Customer Service 4.8 Features 4.8 Value for Money 4.9 Paid plans start at Not provided by the vendor Category Features 8/14 REVIEW BREAKDOWN PRICING PROS & CONS [View All Machine Learning Software](https://www.capterra.com/machine-learning-software/) Most Popular Popularity Score Popular Highly Rated Ratings Score Highest Rated To ensure objectivity and avoid any bias, Capterra Shortlist mathematically combines two key dimensions: a ratings score and a popularity score. These two dimensions are combined to plot top products on the grid and create a total score for a stack-ranked list view—all independent of vendor influence. Date published:November 24, 2023