--- title: metric-learn Reviews meta_title: 'metric-learn Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how metric-learn works for a business like yours. aggregate_rating: rating_value: 4.0 review_count: 3 scale: '5' date_modified: '2026-07-17' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # metric-learn Reviews **Vendor:** metric-learn **Category:** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Average Rating:** 4.0/5.0 **Total Reviews:** 3 ## About metric-learn metric-learn is the sub-field of machine learning dedicated to automatically constructing optimal distance metrics. ## metric-learn Pros & Cons **What users like:** - Users value the **versatility of weakly supervised metric learning** , enabling it to handle various judgment types and data objects. (1 reviews) - Users value the **high-quality, well-tested metrics** provided by metric-learn, enhancing their machine learning projects. (1 reviews) **What users dislike:** - Users find the **poor documentation** of metric-learn lacking in necessary algorithm details, hindering effective use. (1 reviews) ## metric-learn Reviews ### 1. Good open source library for several ML algorithms **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.) **Reviewed Date:** November 05, 2024 **What do you like best about metric-learn?** The off the shelf well tested metrics provided upfront by the library. **What do you dislike about metric-learn?** Documentation and details of the algorithms are not in very much detail. **What problems is metric-learn solving and how is that benefiting you?** Evaluation of the Ml models that we have designed particularly supervised ML algorithms. ### 2. Metric based supervised learning **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** October 03, 2024 **What do you like best about metric-learn?** Weakly supervised metric learning is the best, it has the power to operate on judgments and different data objects rathern than just points such as tuples. **What do you dislike about metric-learn?** Plotting is not that great, but can use thrid party tools, but one of the best tools out there. **What problems is metric-learn solving and how is that benefiting you?** Getting distances between points in a mathematical form. ### 3. Machine Learning library for Python **Rating:** 4.0/5.0 stars **Reviewed by:** Kevin T. | Mid-Market (51-1000 emp.) **Reviewed Date:** August 16, 2018 **What do you like best about metric-learn?** Good machine learning library for Python, relatively easy to setup and has a lot of algorithms built in. I just the large margin nearest neighbor algorithm for customer group mapping. **What do you dislike about metric-learn?** Nothing that I really dislike. It's a good library. **Recommendations to others considering metric-learn:** Try it out, it's a quality library. Similar to sci-kit learn. **What problems is metric-learn solving and how is that benefiting you?** Machine learning on customer information and data. ## metric-learn Discussions - [What is metric-learn used for?](https://www.g2.com/discussions/what-is-metric-learn-used-for) - [View metric-learn pricing details and edition comparison](https://www.g2.com/products/metric-learn/reviews?qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-08-08+15%3A07%3A01+-0500&secure%5Bsession_id%5D=e4853469-8a6c-4448-8915-d1a5d19d82c2&secure%5Btoken%5D=d7ec80d4ffc0dca1beea45d3930d96b2c8ef24a2a9e8d04a712e5c18dbcb8b4a&format=llm_user) ## metric-learn Features **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Integration - Machine Learning** - Integration - Third-Party Integrations **Learning - Machine Learning** - Training Data - Actionable Insights - Algorithm **Additional Functionality** - Predictive Modeling - Configurable Workflow - Tagging - Data Import/Export - API - Predictive Analytics - Data Visualization - Endpoint Management - Multiple Data Sources - No-Code - Data Preparation - Auditing - Collaboration Tools - Big Data Analytics - ML Algorithm Library - Data Management - Activity Dashboard - Data Capture and Transfer - Activity Tracking - Data Connectors - Data Security - Data Extraction - Reporting & Statistics - Workflow Management - AI Copilot ## Top metric-learn Alternatives - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) - 4.5/5.0 (4,060 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) - 4.4/5.0 (1,941 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) - 4.5/5.0 (1,292 reviews)