Top Free Machine Learning Software - Page 5

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,247

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
  • 18,200+ Authentic Reviews
  • 1,247+ 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 Google Cloud TPU.

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=google-cloud-tpu)

Tazi

TAZI is an Adaptive Machine Learning platform serving business users. TAZI has been chosen as a Cool Vendor in Core AI Technologies by Gartner and is cited as a Responsible, Explainable AI vendor in various analyst reports. Also, Data Science Central considered TAZI as "The Next Generation of Auto ML”. TAZI platform is based on an architecture combining 30+ years of experience and 23 patents in AI. TAZI enables business experts (and data scientists) to easily create, update, deploy and take actions with ML. TAZI models are understandable and learn continuously from streaming data and humans. TAZI helps insurance, retail, pharma, health, finance, manufacturing, and telco industries in making smarter business decisions via democratizing AI. TAZI provides various solutions such as customer retention, churn prediction, sales forecasting, and demand prediction to many companies including Fortune 500 from its offices in San Francisco and Istanbul. We enable human and machine intelligence to work together!

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Tazi?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 9.2/10 (Category avg: 8.5/10)
  • Quality of Support: 9.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Tazi?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Tazi?

Thalox

thalox provides a software as an integration for HubSpot, to help marketers identify the right audience to target in their email campaigns, deliver personalised messages, and bring more qualified leads to sales. All this is possible thanks to predictive analytics. Based on their past activity, Thalox can predict how a contact is likely to engage with email marketing campaigns. Each contact has a Thalox Engagement Score - an AI powered predictive scoring for email engagement.

Who Is the Company Behind Thalox?

TIMi

TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analytics, AI and Big Data, while offering a helpful, fast and friendly environment. The TIMi Suite consists of four tools: 1. Anatella (Analytical ETL, Data Prep & Big Data), 2. Modeler (Auto-ML / Automated Predictive Modelling / Automated-AI), 3. StarDust (3D Segmentation) 4. Kibella (BI Dashboarding solution). TIMi dominates the Data Science market: In the "Summer 2022 - Momentum Report” from G2, in the “Data Science” category, TIMi has the #1 rank: TIMi is the Data Science solution with both the highest market growth and the highest customer-satisfaction! More about this subject here: https://timi.eu/blog/timi-the-number-one-data-science-platform/

Average Rating: 4.8/5.0

Total Reviews: 50

How Do G2 Users Rate TIMi?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 8.7/10)
  • Ease of Use: 8.9/10 (Category avg: 8.5/10)
  • Quality of Support: 9.1/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind TIMi?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Banking
  • Company Size: 40% Small, 32% Large

What Do G2 Reviewers Say About TIMi?

AI-generated summary from verified user reviews

Pros
  • Users commend the exceptional customer support of TIMi, noting prompt responses and effective assistance from the team.
  • Users praise the ease of use of TIMi, noting its intuitive interface and quick learning curve.
  • Users praise the user-friendly interface and exceptional support, enhancing the overall experience with TIMi's products.
  • Users value the fast automation capabilities of TIMi's Anatella software for efficient data transformation and analysis.
  • Users admire the intuitive charting features of TIMi, enabling quick and efficient data visualization after learning the tool.

What Are Recent G2 Reviews of TIMi?

What Are G2 Users Discussing About TIMi?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

V7 Darwin

V7 Darwin is a specialized AI platform for creating high-quality training data and managing annotation workflows. It is engineered for teams building sophisticated computer vision models and solving complex, domain-specific challenges with AI. V7 Darwin provides a comprehensive suite of tools for data labeling, video annotation, and medical imaging annotation. - Create pixel-perfect image and video annotations with Auto-Annotate and SAM for semantic masks, instance segmentation, keypoints, and polygons. - Develop medical AI with tools for DICOM, NIfTI, and WSI annotation, featuring an interface with MPR, 3D rendering, precise crosshairs, windowing, and oblique views. - Accelerate video annotation by up to 10x with AI-assisted auto-tracking for objects across frames. - Manage long videos, multi-camera views, and nested annotation classes. - Design multi-stage review workflows with conditional logic, consensus, and task assignment for your data labeling pipeline. - Organize, filter, and manage large datasets with custom views and tags, enabling real-time team collaboration for annotators, reviewers, and ML engineers. - Scale your annotation projects with professional data labeling services, including certified annotators and experts in various domains (medical, video, LLMs, scientific). You can seamlessly integrate V7 Darwin with your existing tech stack and import/export annotations with ease. Get complete control over your models, tasks, and datasets through the open API, Darwin-py SDK, and CLI.

Average Rating: 4.7/5.0

Total Reviews: 55

How Do G2 Users Rate V7 Darwin?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 8.7/10)
  • Ease of Use: 9.5/10 (Category avg: 8.5/10)
  • Quality of Support: 9.6/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.4/10 (Category avg: 8.5/10)

Who Is the Company Behind V7 Darwin?

  • Seller: V7
  • Year Founded: 2018
  • HQ Location: London, England
  • LinkedIn® Page: www.linkedin.com
    105 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 55% Small, 35% Medium

What Do G2 Reviewers Say About V7 Darwin?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of V7 Darwin, finding navigation intuitive and workflows easily manageable.
  • Users appreciate the annotation efficiency of V7 Darwin, with quick, accurate tools that streamline the labeling process.
  • Users value the automatic annotation tools in V7 Darwin, enhancing speed and accuracy in their projects.
  • Users value the seamless management of the entire employee lifecycle, praising Darwinbox for its comprehensive HR capabilities.
  • Users highlight the efficiency of V7 Darwin, streamlining workflows and enhancing productivity across various HR tasks.
Cons
  • Users find the lack of essential features in V7 Darwin limits their workflow and flexibility, causing frustration.
  • Users find the missing features of V7 Darwin, like polygon splitting and file manipulation, quite limiting.
  • Users express frustration over limited features in V7 Darwin, seeking functionality enhancements and additional export options.
  • Users are frustrated by the annotation issues such as inability to retract submissions and missing approval shortcuts.
  • Users find the difficult navigation of V7 Darwin challenging, making it hard to efficiently use its features.

What Are Recent G2 Reviews of V7 Darwin?

What Are G2 Users Discussing About V7 Darwin?

XLSTAT

The leading data analysis and statistical solution for Microsoft Excel®. XLSTAT is a powerful yet flexible Excel data analysis add-on that allows users to analyze, customize and share results within Microsoft Excel. With over 250 standard to advanced statistical features available, XLSTAT is the preferred tool for statistical analysis in businesses and universities, large and small, and for 110,000+ users in over 120 countries across the world.

Average Rating: 4.7/5.0

Total Reviews: 46

How Do G2 Users Rate XLSTAT?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 8.7/10)
  • Ease of Use: 9.2/10 (Category avg: 8.5/10)
  • Quality of Support: 8.7/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.2/10 (Category avg: 8.5/10)

Who Is the Company Behind XLSTAT?

  • Seller: Lumivero
  • Year Founded: 1995
  • HQ Location: Denver, CO
  • LinkedIn® Page: www.linkedin.com
    296 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Research, Higher Education
  • Company Size: 57% Small, 27% Large

What Do G2 Reviewers Say About XLSTAT?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of XLSTAT, highlighting its intuitive GUI and quick implementation capabilities.
  • Users appreciate the excellent graphical visualization in XLSTAT, making data interpretation simple and client-friendly.
  • Users appreciate the seamless sensory data analysis offered by XLSTAT, enhancing efficiency and user experience in statistical tasks.
  • Users value the excellent customer support provided by XLSTAT, enhancing their overall experience and satisfaction.
  • Users value the seamless sensory data analysis functionality in XLSTAT, which simplifies their analytical processes significantly.
Cons
  • Users find the high cost of XLSTAT prohibitive, especially for students and low-income individuals.
  • Users find the cost of licenses to be prohibitively high, especially for the extended analysis version.

What Are Recent G2 Reviews of XLSTAT?

What Are G2 Users Discussing About XLSTAT?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026