Best Data Science and Machine Learning Platforms - Page 107

How Many Data Science and Machine Learning Platforms Products Does G2 Track?

Total Products under this Category: 1,693

Category Stats (Sep 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Anyscale (+4.14%) - Among all products in this category, Anyscale recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Data Science and Machine Learning Platforms Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,400+ Authentic Reviews
  • 1,693+ 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 Data Science and Machine Learning Platforms

G2 Grid® for Data Science and Machine Learning Platforms plotting products by satisfaction and market presence

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, IBM watsonx.data, Snowflake, MATLAB, and Hex.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=snowflake&focus%5B%5D=matlab&focus%5B%5D=hex-tech-hex)

Tyran AI: AI agents for health apps

Tyran AI is an advanced platform designed to empower developers and health tech companies to seamlessly integrate AI-driven health agents into their applications. By leveraging data from over 500 health metrics, Tyran AI enables the creation of personalized health features that transform raw health data into actionable insights, enhancing user engagement and promoting better health outcomes. Key Features and Functionality: - AI Health Agents: Develop specialized agents capable of analyzing various health metrics, such as heart rate variability (HRV), sleep quality, workout intensity, and hormonal trends, to automatically generate personalized recommendations and insights. - Multi-Source Data Integration: Connect and analyze data from a wide array of health sources, including wearables, blood reports, and health apps, to create comprehensive health monitoring solutions. - Automated Alert System: Set up dynamic notifications based on user-specific health patterns and thresholds, enabling timely interventions and support. - Template Library: Access a collection of pre-built templates for common health monitoring scenarios, such as stress monitoring, sleep analysis, and workout planning, facilitating rapid development and deployment. Primary Value and User Solutions: Tyran AI addresses the challenge of building personalized health features that traditionally require extensive engineering resources and domain expertise. By automating the analysis of complex health data and the generation of tailored insights, Tyran AI reduces development time and infrastructure costs. This enables health tech startups, fitness platforms, and digital wellness companies to embed AI-driven health insights into their applications efficiently. Typical use cases include detecting overtraining through HRV trends, optimizing workout timing based on menstrual phases, and alerting users about dehydration risks via real-time biometric correlations.

Who Is the Company Behind Tyran AI: AI agents for health apps?

Umely.ai

Umely.ai is a Netherlands-based platform designed to simplify the selection of artificial intelligence tools for businesses and individuals. By offering a curated collection of over 100 AI tools across 17 diverse categories, Umely.ai assists users in identifying solutions that align with their specific needs. The platform features a unique AI tool test—a concise questionnaire that leads to personalized tool recommendations—facilitating informed decision-making. Users can explore detailed information on each tool, including pricing, features, and video demonstrations, ensuring a comprehensive understanding before implementation. Key Features and Functionality: - Curated AI Tool Collection: Access to a handpicked selection of over 100 AI tools spanning 17 categories, ensuring quality and relevance. - Personalized AI Tool Test: A brief questionnaire that generates tailored recommendations based on individual requirements. - Comprehensive Tool Insights: Detailed analyses of each tool's pricing, features, and value propositions, accompanied by video demonstrations for a thorough evaluation. - User-Friendly Comparison Framework: An intuitive interface that allows for side-by-side comparisons, simplifying the decision-making process. Primary Value and User Solutions: Umely.ai addresses the challenge of navigating the rapidly expanding AI tool landscape by providing a streamlined, user-centric platform for discovery and comparison. By offering curated selections and personalized recommendations, it empowers users to make informed choices, saving time and resources. This approach ensures that businesses and individuals can effectively integrate AI solutions that best fit their unique needs, enhancing productivity and innovation.

Who Is the Company Behind Umely.ai?

  • Seller: Umely.ai
  • Year Founded: 2023
  • HQ Location: Lelystad, NL
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Umitron

Who Is the Company Behind Umitron?

  • Seller: Umitron
  • Year Founded: 2016
  • HQ Location: Singapore, SG
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Uncover

Who Is the Company Behind Uncover?

  • Seller: Uncover
  • Year Founded: 2020
  • HQ Location: São Paulo, BR
  • LinkedIn® Page: www.linkedin.com
    190 employees on LinkedIn®

Unearth AI

Unearth AI offers advanced geospatial data and location solutions powered by artificial intelligence, aiming to democratize access to geospatial information for businesses across various industries. Key Features and Functionality: - Comprehensive Data Integration: Provides an all-in-one platform encompassing demographics, traffic patterns, points of interest, and infrastructure data tailored to enterprise needs. - User-Friendly Visualization: Enables intuitive mapping and visualization tools that assist in strategic decision-making processes. - AI-Powered Analytics: Utilizes artificial intelligence to deliver actionable insights from complex geospatial datasets. Primary Value and Solutions: Unearth AI addresses the challenge of accessing and interpreting complex geospatial data by providing a streamlined, AI-driven platform. This empowers businesses to make informed decisions regarding site selection, territory planning, dispatch and routing, and market intelligence, ultimately enhancing operational efficiency and strategic growth.

Who Is the Company Behind Unearth AI?

  • Seller: Unearth AI
  • Year Founded: 2022
  • HQ Location: San Francisco, California
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

UnifyML

UnifyML is a no-code data analytics and machine learning platform that empowers users to derive AI-driven insights without the need for programming expertise. By integrating SQL and natural language processing (NLP) capabilities, UnifyML simplifies complex data science tasks, enabling businesses to focus on solving problems efficiently. Key Features and Functionality: - SQL and NLP Orchestration: Facilitates the execution of machine learning and AI algorithms from frameworks like Apache Spark, scikit-learn, TensorFlow, and Dask at scale. - Versatile Data Connectivity: Connects seamlessly to various data sources, including cloud file systems such as Amazon S3, Google Cloud Storage, and Azure Blob Storage. - Comprehensive Algorithm Support: Offers a wide range of statistical, predictive, clustering, classification, time series, text processing, and data preprocessing algorithms. - Model Management: Provides tools for easy model management, supporting both single and multi-node deployments. - Deployment Flexibility: Operates across on-premises and cloud environments, including AWS, Azure, GCP, and hybrid setups, with support for containerization tools like Docker and Kubernetes. Primary Value and User Solutions: UnifyML addresses the challenge of making advanced data analytics and machine learning accessible to users without coding skills. By offering a no-code platform, it reduces the time and resources required to develop and deploy AI models, leading to cost savings of up to 70%. Its industry-ready workflows and solutions cater to sectors such as healthcare, financial services, insurance, marketing, telecommunications, manufacturing, and retail, enabling businesses to implement AI-driven strategies effectively.

Who Is the Company Behind UnifyML?

Unitlab.ai

Who Is the Company Behind Unitlab.ai?

  • Seller: Unitlab.ai
  • Year Founded: 2023
  • HQ Location: 447 Broadway, New York, US
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Urbalytics

Urbalytics is an AI-driven platform designed to provide comprehensive real estate market information in Japan. It offers a suite of tools and data analytics to assist users in making informed property investment decisions. Key Features and Functionality: - Sales History Access: Users can view past sales records, with daily limits varying by subscription plan. - Rent Search: Conduct searches for rental properties, with the number of searches per day depending on the chosen plan. - Price Change & Transaction History: Monitor property price fluctuations and transaction histories. - Analytical Tools: Access valuation reports, cash flow simulations, construction plans, and Airbnb income estimators. - Advanced Data Analysis: Features include neighborhood sales comparisons, market rent analysis, property discount evaluations, and cap rate assessments. - Customizable Options: Higher-tier plans offer custom extraction conditions, property registration ledgers, and individual support. Primary Value and User Solutions: Urbalytics empowers real estate professionals, investors, and financial institutions by providing accurate and up-to-date market data. The platform's analytical tools enable users to assess property values, forecast investment returns, and identify market trends, thereby facilitating strategic decision-making in Japan's dynamic real estate landscape.

Who Is the Company Behind Urbalytics?

UserAnalytics.AI - AI Analytics Tool

UserAnalytics.AI is an advanced AI-powered analytics tool designed to provide businesses with deep insights into user behavior and engagement. By leveraging machine learning algorithms, it analyzes vast amounts of data to uncover patterns and trends, enabling organizations to make informed decisions and optimize their strategies. Key Features and Functionality: - Real-Time Data Analysis: Processes and interprets user data in real-time, offering immediate insights into user interactions and behaviors. - Predictive Analytics: Utilizes machine learning models to forecast future user actions, helping businesses anticipate needs and tailor their offerings accordingly. - Customizable Dashboards: Provides intuitive dashboards that can be tailored to display the most relevant metrics and KPIs for each business. - User Segmentation: Identifies distinct user segments based on behavior, demographics, and other criteria, allowing for targeted marketing and personalized experiences. - Integration Capabilities: Seamlessly integrates with various platforms and tools, ensuring a cohesive analytics ecosystem. Primary Value and Solutions Provided: UserAnalytics.AI empowers businesses to understand their users on a deeper level, leading to enhanced customer experiences and increased retention rates. By offering predictive insights, it enables proactive decision-making, reducing churn and boosting revenue. The tool's real-time analysis ensures that companies can swiftly adapt to changing user behaviors, maintaining a competitive edge in the market.

Who Is the Company Behind UserAnalytics.AI - AI Analytics Tool?

Util

Who Is the Company Behind Util?

Validere

Validere is an environmental operations platform that helps industrial organizations connect systems, automate critical workflows, and improve decision-making across environmental, regulatory, and operational programs. Built for complex industrial environments, Validere enables organizations to manage environmental compliance, emissions management, environmental health and safety (EHS), asset management, regulatory reporting, and operational workflows within a single governed platform. Rather than replacing existing technology, Validere integrates with enterprise resource planning (ERP) systems, production data platforms, emissions monitoring technologies, historians, business intelligence tools, cloud data warehouses, and other enterprise applications to create connected workflows across the organization. Organizations use Validere to streamline environmental compliance, air and greenhouse gas (GHG) reporting, emissions measurement, permit and document management, maintenance scheduling, environmental investigations, and operational reporting. Configurable workflows help automate approvals, investigations, notifications, and reporting processes while reducing manual effort, improving collaboration, and increasing consistency across facilities. Validere also provides environmental data management capabilities that help organizations collect, validate, govern, and analyze operational and emissions data from multiple sources. By creating a trusted foundation for environmental and operational information, teams can improve reporting accuracy, maintain audit-ready records, and gain greater visibility into performance across their operations. Embedded AI capabilities help users accelerate investigations, summarize complex information, surface relevant insights, and identify trends across large operational datasets. Rather than functioning as a standalone AI tool, these capabilities are embedded directly into day-to-day workflows to help industrial teams make faster, more informed decisions. The platform supports organizations across energy and industrial sectors, including upstream, midstream, downstream, petrochemical, utilities, and other asset-intensive industries. Typical users include environmental professionals, compliance managers, operations leaders, engineers, sustainability teams, maintenance teams, data and analytics professionals, and IT organizations leading digital transformation initiatives. Organizations choose Validere to improve environmental compliance, strengthen emissions management programs, automate regulatory reporting, improve data quality, connect existing technology investments, and increase visibility across environmental and operational programs. By bringing together people, systems, and data, Validere helps industrial organizations reduce manual work, improve governance, and build a scalable foundation for environmental and operational excellence.

Who Is the Company Behind Validere?

  • Seller: Validere
  • Year Founded: 2015
  • HQ Location: Calgary, CA
  • Twitter: @Validere
  • LinkedIn® Page: www.linkedin.com
    8,118 employees on LinkedIn®

Valiot

Valiot is an AI and software company that transforms manufacturing operations by providing technological solutions to optimize production processes and the entire value chain. Their AI-powered products, FactoryOS and ValueChainOS, integrate seamlessly with existing infrastructure, enabling manufacturers to evolve into smart, connected, and autonomous operations. By leveraging advanced AI algorithms and system dynamics, Valiot empowers plant managers to identify and alleviate production bottlenecks without the need for extensive infrastructure changes. Key Features and Functionality: - FactoryOS: Combines AI with IoT to enhance manufacturing operations by providing real-time data for immediate decision-making, eliminating hidden inefficiencies, and significantly reducing human dependency. - ValueChainOS: Connects and optimizes the entire value chain, adjusting to ever-changing conditions with optimized and dynamic production scheduling, and predicting factory behavior to plan accordingly. - Data Visualization: Offers real-time insights into shop floor activities, enabling quick understanding and response to factory operations. - System Integration: Easily connects to any data-generating source, including PLCs, IoT sensors, and administrative systems, facilitating smarter, automated operations. Primary Value and Solutions Provided: Valiot's solutions address critical challenges in manufacturing by reducing human liability, maximizing factory output within existing infrastructure, enabling autonomous operations, and predicting and optimizing factory performance. By implementing Valiot's AI technologies, manufacturers can achieve significant improvements, such as reduced cycle times, increased throughput, and decreased reliance on manual processes, leading to enhanced efficiency and profitability.

Who Is the Company Behind Valiot?

  • Seller: Valiot
  • Year Founded: 2017
  • HQ Location: Austin, US
  • LinkedIn® Page: www.linkedin.com
    36 employees on LinkedIn®
Bijou Barry
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Researched and written by Bijou Barry
Updated April 22, 2026