Best Machine Learning Software - Page 35

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,212

Category Stats (Nov 2026)

  • Average Rating: 4.34/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+1.96%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 15,600+ Authentic Reviews
  • 1,212+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Machine Learning Software

G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence

Highlighted products: Gemini platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Google Cloud Recommendations AI, Alteryx, Amazon Personalize, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=dataiku)

DubPrime

DubPrime is an AI-driven underwriting platform that empowers lenders to assess creditworthiness beyond traditional credit scores. By analyzing over 55 billion data points, DubPrime enables financial institutions to extend credit to underserved borrowers, promoting financial inclusion and expanding lending portfolios. The platform's explainable AI models ensure transparency and compliance with regulatory standards, fostering trust among both lenders and borrowers. Key Features and Functionality: - AI-Driven Credit Decisioning: Utilizes comprehensive data analysis to provide accurate and fair assessments of borrower creditworthiness. - Explainable AI Models: Ensures transparency in decision-making processes, aiding in regulatory compliance and building trust. - Comprehensive Data Integration: Incorporates diverse data sources, including rental payments and gig economy income, for a holistic view of borrower profiles. - Intuitive Insights and Risk Adjustment: Offers clear AI-generated insights, cash flow analysis, tailored pricing plans, and dynamic risk adjustments to optimize lending strategies. Primary Value and User Solutions: DubPrime addresses the limitations of traditional credit scoring systems that often exclude individuals with limited credit history or non-traditional financial profiles. By providing lenders with advanced tools to evaluate real risk and borrower productivity, DubPrime facilitates the extension of credit to a broader audience. This approach not only enhances portfolio diversification and resilience for lenders but also contributes to social impact by offering fair financial services to traditionally underserved borrowers.

Who Is the Company Behind DubPrime?

  • Seller: DubPrime
  • Year Founded: 2023
  • HQ Location: Los Gatos, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

DVC

DVC is an open-source, Git-based data science tool. Apply version control to machine learning development, make your repo the backbone of your project, and instill best practices across your team. Find more info at: https://dvc.org DVC has introduced a new open source tool for AI Data Analytics and Actionable GenAI Insights, that can curate vast amounts of unstructured data. Find out more at https://github.com/iterative/datachain or https:/datachain.ai DVC Studio is our SaaS tool that provides seamless data and model management, experiment tracking, visualization, and automation, with Git and DVC by as your single source of truth. Find more info at: https://studio.iterative.ai We have an ever-growing community of practitioners! Join the community in our Discord server at the link below to get your questions answered or take our free online course: https://learn.iterative.ai

Average Rating: 4.7/5.0

Total Reviews: 11

How Do G2 Users Rate DVC?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 6.9/10 (Category avg: 8.5/10)
  • Quality of Support: 7.3/10 (Category avg: 8.4/10)
  • Ease of Admin: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind DVC?

  • Seller: lakeFS
  • Year Founded: 2020
  • HQ Location: New York, US
  • LinkedIn® Page: linkedin.com
    41 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 55% Medium, 27% Small

What Are Recent G2 Reviews of DVC?

What Are G2 Users Discussing About DVC?

Dynawooai

DynaWooAi is an advanced AI-powered plugin designed to revolutionize pricing strategies for WooCommerce store owners. By integrating seamlessly with WooCommerce, including the latest versions and High-Performance Order Storage (HPOS), DynaWooAi enables businesses to implement dynamic pricing solutions that adapt to market conditions and customer behaviors. This innovative tool aims to boost sales and optimize revenue by automating complex pricing tasks, allowing store owners to focus on other critical aspects of their business. Key Features and Functionality: - Dynamic Pricing Optimization: Utilizes AI algorithms to adjust prices in real-time, ensuring optimal pricing strategies that maximize profitability. - User-Friendly Interface: Designed with a straightforward interface to simplify the management of complex pricing structures. - Seamless WooCommerce Integration: Fully compatible with WooCommerce, including the latest versions and HPOS, enhancing the store's pricing capabilities without disrupting existing operations. - Comprehensive Support: Offers dedicated customer support to assist with setup, customization, and troubleshooting, ensuring smooth operation of the plugin. - Customization and Flexibility: Allows for tailored pricing rules, including tiered pricing, bulk discounts, role-based pricing, and product bundling, to meet specific business requirements. Primary Value and Problem Solved: DynaWooAi addresses the challenge of manual and static pricing strategies that can hinder a WooCommerce store's growth and profitability. By automating and optimizing pricing through AI, the plugin enables store owners to: - Increase Sales: Implement dynamic pricing that responds to market demand and customer behavior, leading to higher conversion rates. - Maximize Revenue: Optimize pricing strategies to ensure products are priced competitively, balancing profitability and market positioning. - Save Time: Automate complex pricing tasks, reducing the need for manual adjustments and allowing focus on other business areas. - Enhance Customer Satisfaction: Offer personalized pricing and discounts that cater to different customer segments, improving the shopping experience. By leveraging DynaWooAi, WooCommerce store owners can transform their pricing strategies, leading to sustained business growth and a competitive edge in the eCommerce market.

Who Is the Company Behind Dynawooai?

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DYORAI: Your Personal Crypto Research Assistant

DYORAI is an advanced AI-powered platform designed to streamline cryptocurrency research for investors and enthusiasts. By automating the analysis of vast amounts of data, DYORAI provides users with comprehensive insights, enabling informed decision-making in the dynamic crypto market. Key Features and Functionality: - Automated Data Analysis: Processes extensive cryptocurrency data to deliver concise, actionable insights. - Real-Time Market Monitoring: Continuously tracks market trends and updates, ensuring users have the latest information. - User-Friendly Interface: Presents complex data in an accessible format, suitable for both novice and experienced investors. - Customizable Alerts: Allows users to set personalized notifications for specific market events or price movements. - Comprehensive Reporting: Generates detailed reports on individual cryptocurrencies, including performance metrics and risk assessments. Primary Value and Problem Solved: DYORAI addresses the challenge of information overload in the cryptocurrency space by automating and simplifying the research process. It empowers users to make well-informed investment decisions without the need to manually sift through vast amounts of data, thereby saving time and reducing the risk of human error.

Who Is the Company Behind DYORAI: Your Personal Crypto Research Assistant?

Easysize

Who Is the Company Behind Easysize?

  • Seller: Easysize
  • Year Founded: 2014
  • HQ Location: København N, DK
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Ebenbuild

Who Is the Company Behind Ebenbuild?

Edge Delta

Edge Delta is a telemetry-native AI SRE that continuously understands, investigates, and operates production. Most AI SREs begin work after an alert fires and query observability tools from the outside. Edge Delta's AI Teammates reason directly over the telemetry layer, on the live logs, metrics, traces, and events flowing through its Telemetry Pipelines, so they hold Production Context before an incident starts. The teammates run one loop on every incident: detect abnormal behavior, investigate across telemetry and change history, reason to a root cause backed by evidence, act through approval-gated Workflows, verify the fix against before-and-after telemetry, and learn by adding the incident to persistent Production Memory. The same Production Context serves SRE, security, and software engineering teammates, which is the path toward Autonomous Production. Four teammates ship out of the box: SRE, Security Engineer, Software Engineer, and Work Tracker. They start at the Propose trust level, where they read freely and draft changes but apply nothing without your approval. Teams can start with a free 14-day trial, no credit card required.

Average Rating: 4.4/5.0

Total Reviews: 7

How Do G2 Users Rate Edge Delta?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.7/10)
  • Ease of Use: 7.6/10 (Category avg: 8.5/10)
  • Quality of Support: 9.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Edge Delta?

Who Uses This Product?

  • Company Size: 57% Medium, 29% Small

What Are Recent G2 Reviews of Edge Delta?

Edmin

Edmin is an AI-powered education administration platform designed to streamline and enhance the management of educational institutions. By integrating advanced artificial intelligence, Edmin automates routine administrative tasks, allowing educators and administrators to focus more on teaching and student engagement. Key Features and Functionality: - Automated Administrative Tasks: Edmin reduces manual workload by automating processes such as scheduling, attendance tracking, and report generation. - Data-Driven Insights: The platform provides analytics and reporting tools that offer valuable insights into student performance and institutional efficiency. - Communication Tools: Edmin facilitates seamless communication between teachers, students, and parents through integrated messaging systems. - Customizable Modules: Institutions can tailor the platform to their specific needs with customizable modules for various administrative functions. Primary Value and Solutions: Edmin addresses the challenges of administrative inefficiencies in educational institutions by automating routine tasks and providing actionable insights. This leads to improved operational efficiency, enhanced communication, and better resource allocation, ultimately contributing to a more effective and engaging educational environment.

Who Is the Company Behind Edmin?

  • Seller: Edmin
  • Year Founded: 2021
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026