Best Data Science and Machine Learning Platforms - Page 111

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

Total Products under this Category: 1,682

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
  • 1,682+ 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, Snowflake, IBM watsonx.data, MATLAB, and Dataiku.

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=snowflake&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=matlab&focus%5B%5D=dataiku)

Withsequel

Sequel is an AI-powered longevity assistant designed to provide a comprehensive view of your health and well-being. By integrating various health data sources—including blood labs, MRI and DEXA scans, supplements, and pharmaceuticals—Sequel offers personalized insights to help you make informed decisions about your health. The platform emphasizes user privacy by processing data locally on your device, allowing you to choose between a completely local model or an advanced experience powered by OpenAI without compromising data security. Sequel is open-source and supports Mac systems, making it accessible and customizable for users seeking to take control of their health and longevity. Key Features and Functionality: - Comprehensive Health Data Integration: Sequel consolidates various health data, including blood labs, MRI and DEXA scans, supplements, and pharmaceuticals, to provide a holistic view of your well-being. - Personalized Insights: Utilizing advanced AI models, Sequel analyzes your health data to offer tailored therapy suggestions, supplement advice, and other personalized recommendations. - Privacy-Focused Data Processing: All data is processed locally on your device, ensuring that your personal health information remains secure and private. - Flexible AI Models: Users can choose between a completely local model or an enhanced experience powered by OpenAI, balancing advanced features with data privacy preferences. - Open-Source Platform: Sequel is open-source, allowing for community contributions and transparency in its development. - Mac Compatibility: The platform is designed to support Mac systems, catering to a broad user base. Primary Value and User Solutions: Sequel addresses the need for a personalized, comprehensive, and privacy-conscious health management tool. By integrating diverse health data sources and employing advanced AI analysis, it empowers users to make informed decisions about their health and longevity. The emphasis on local data processing ensures that users maintain control over their personal information, while the open-source nature of the platform fosters transparency and community-driven improvements. Sequel simplifies the complexity of health data analysis, making it accessible and actionable for individuals seeking to optimize their well-being.

Who Is the Company Behind Withsequel?

Wodan AI

Wodan AI is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Wodan AI enables organizations to streamline processes, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analysis: Processes large datasets to uncover patterns and insights, aiding in strategic planning. - Customizable Solutions: Offers tailored AI models to meet specific business needs and objectives. - Scalability: Adapts to businesses of all sizes, ensuring seamless integration and growth. - User-Friendly Interface: Provides an intuitive platform for easy navigation and management of AI tools. Primary Value and Solutions: Wodan AI addresses the challenge of managing complex business processes by introducing intelligent automation and insightful data analysis. It empowers organizations to make informed decisions, optimize workflows, and stay competitive in a rapidly evolving market. By implementing Wodan AI, businesses can achieve higher productivity, reduced operational costs, and enhanced innovation, ultimately leading to sustained growth and success.

Who Is the Company Behind Wodan AI?

  • Seller: Wodan AI
  • Year Founded: 2024
  • HQ Location: Temse, BE
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Workmagic

WorkMagic is an advanced marketing analytics platform designed to empower businesses with data-driven insights into their advertising performance. By integrating seamlessly with various ad platforms and e-commerce systems, WorkMagic enables marketers to measure the true impact of their campaigns, optimize strategies, and drive growth through scientific analysis. Key Features and Functionality: - Lift Testing: Conduct controlled experiments to measure the incremental impact of advertising efforts, isolating the causal effect of campaigns on sales and customer acquisition. - Attribution Modeling: Utilize multiple attribution models, including Last Click, First Click, and Incrementality Adjusted Attribution, to understand the contribution of each marketing channel in the customer journey. - Ad Tactic Configuration: Organize and manage advertising data hierarchically across channels and campaigns, facilitating granular performance tracking and optimization. - Post-Purchase Survey Integration: Incorporate customer feedback from post-purchase surveys to enhance attribution models and gain deeper insights into customer behavior. - API Access: Leverage WorkMagic's API to programmatically send order data, ensuring accurate and timely information for analysis. Primary Value and Problem Solved: WorkMagic addresses the challenge of accurately measuring and optimizing marketing performance in a complex, multi-channel environment. By providing robust tools for lift testing, attribution modeling, and data integration, it enables businesses to: - Determine the true effectiveness of their advertising campaigns. - Allocate marketing budgets more efficiently based on data-driven insights. - Enhance customer understanding through integrated survey data. - Streamline data management and analysis processes via API integration. Ultimately, WorkMagic empowers marketers to make informed decisions that drive sustainable growth and improve return on investment.

Who Is the Company Behind Workmagic?

Workpack

Who Is the Company Behind Workpack?

  • Seller: Workpack
  • Year Founded: 1996
  • HQ Location: Dallas, US
  • LinkedIn® Page: www.linkedin.com
    88 employees on LinkedIn®

WorldQL

WorldQL is an advanced game engine designed to accelerate the creation and deployment of reinforcement learning (RL) environments. By leveraging web technologies, it enables developers and researchers to build, test, and ship RL environments in hours instead of weeks. WorldQL supports real-time collaboration, allowing multiple users and agents to edit the same environment simultaneously, akin to the collaborative experience of Google Docs. Its compatibility across various platforms, including macOS, Linux, and Windows via WSL, ensures flexibility and ease of deployment for diverse applications. Key Features and Functionality: - Real-time Collaboration: Facilitates simultaneous editing by multiple users and agents, enhancing teamwork and efficiency. - Maximum Compatibility and Flexibility: Built on web technologies, ensuring easy deployment and adaptability across different applications. - Fast Iteration: Enables rapid building, testing, and deployment of environments, significantly reducing development time. - Defeat Reward Hacking: Provides tools to analyze session replays, helping identify and address issues early in training runs. - Comprehensive Version Control: Offers visual history tracking, easy collaboration without additional software, and visual merge conflict resolution within the browser. - Versatile Deployment: Supports exporting environments to OpenEnv-compatible Docker containers, facilitating seamless integration into various workflows. Primary Value and Problem Solved: WorldQL addresses the challenges of time-consuming and complex RL environment development by providing a collaborative, flexible, and efficient platform. It empowers developers and researchers to create and deploy sophisticated RL environments swiftly, enhancing productivity and innovation in AI training and evaluation.

Who Is the Company Behind WorldQL?

worxogo

Make your team superstars. With worxogo Nudge Coach. Smash quotas consistently with a personalized Nudge Coach that builds better work habits using AI.

Who Is the Company Behind worxogo?

  • Seller: worxogo
  • Year Founded: 2015
  • HQ Location: Bangalore, IN
  • LinkedIn® Page: www.linkedin.com
    61 employees on LinkedIn®

XIRA

XIRA is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge artificial intelligence and machine learning technologies, XIRA enables organizations to extract valuable insights, automate complex processes, and make data-driven decisions with unprecedented accuracy and efficiency. Its intuitive interface and robust capabilities cater to a wide range of industries, empowering users to harness the full potential of their data assets. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation and accessibility. - Advanced Analytics: Utilizes sophisticated algorithms to perform predictive analytics, trend analysis, and anomaly detection. - Automated Reporting: Generates real-time reports and dashboards, providing actionable insights without manual intervention. - Customizable Workflows: Allows users to design and implement tailored workflows to automate repetitive tasks and processes. - Scalability: Adapts to the growing needs of businesses, handling large volumes of data without compromising performance. Primary Value and Solutions: XIRA addresses the challenges of data overload and complexity by providing a unified platform that simplifies data management and analysis. It empowers businesses to make informed decisions, optimize operations, and drive innovation by transforming raw data into meaningful insights. By automating routine tasks and offering predictive capabilities, XIRA enhances productivity, reduces operational costs, and fosters a data-driven culture within organizations.

Who Is the Company Behind XIRA?

  • Seller: XIRA
  • Year Founded: 2013
  • HQ Location: CDMX, MX
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

XMAGNET

XMAGNET is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge machine learning algorithms, XMAGNET enables organizations to extract valuable insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Integration: XMAGNET seamlessly connects with various data sources, allowing for comprehensive data aggregation and management. - Advanced Analytics: The platform offers sophisticated analytical tools that provide deep insights into business performance and trends. - Automation: XMAGNET automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Customizable Dashboards: Users can create personalized dashboards to visualize data in a way that best suits their needs. - Scalability: The platform is designed to scale with business growth, accommodating increasing data volumes and complexity. Primary Value and Solutions: XMAGNET addresses the challenge of data overload by providing a centralized platform for data analysis and management. It empowers businesses to make informed decisions quickly, enhances productivity through automation, and offers a scalable solution that grows with the organization. By simplifying complex data processes, XMAGNET enables users to focus on strategic initiatives and drive business success.

Who Is the Company Behind XMAGNET?

  • Seller: XMAGNET
  • Year Founded: 2025
  • HQ Location: Denver, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

xoul-ai

Xoul AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Xoul AI enables organizations to extract meaningful insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Analysis and Visualization: Xoul AI offers powerful tools to analyze large datasets and present findings through interactive visualizations, aiding in the identification of trends and patterns. - Automated Machine Learning: The platform automates the creation and deployment of machine learning models, reducing the need for extensive coding and accelerating the development cycle. - Natural Language Processing (NLP): Xoul AI's NLP capabilities allow for the processing and understanding of human language, enabling applications such as sentiment analysis and chatbots. - Predictive Analytics: By utilizing historical data, Xoul AI can forecast future outcomes, assisting businesses in strategic planning and risk management. - Scalability and Integration: Designed to scale with business growth, Xoul AI seamlessly integrates with various data sources and third-party applications, ensuring flexibility and adaptability. Primary Value and Solutions Provided: Xoul AI addresses the challenge of data-driven decision-making by providing a comprehensive suite of AI tools that simplify complex analyses and automate routine tasks. This empowers organizations to make informed decisions swiftly, improve operational efficiency, and gain a competitive edge in their respective industries. By democratizing access to advanced AI technologies, Xoul AI enables businesses of all sizes to harness the power of artificial intelligence without the need for extensive resources or expertise.

Who Is the Company Behind xoul-ai?

Xyzt

xyzt.ai is a high-performance, no-code location intelligence platform designed for scale. The enterprise-grade SaaS platform enables organizations to instantly visualize and analyze billions of spatio-temporal IoT and tracking records in seconds, without requiring custom data engineering or data science teams. Purpose-built for large-scale geospatial, movement, and time-series data, xyzt.ai natively supports all major data formats, including raw GPS traces, map-matched trip paths, and aggregated traffic volumes. With rapid cloud deployment completed in less than a day, users can seamlessly integrate and cross-analyze heterogeneous datasets from connected vehicles, assets, infrastructure, and environmental sensors.xyzt.ai is trusted globally across key industries to turn big data into real-time situational awareness: - Maritime & Ports: Analyze historical and live AIS data to optimize vessel traffic, improve maritime safety, and track port efficiency. - Smart Cities & Urban Mobility: Visualize floating vehicle data (FVD), floating cellular data, and traffic flows to eliminate congestion and support infrastructure planning. - Logistics & Asset Tracking: Monitor supply chain performance, evaluate asset utilization, and improve operational safety. - Sustainability: Drive green initiatives through emissions tracking, resource optimization, and environmental impact evaluation. What differentiates xyzt.ai is its unique blend of massive scale, total data privacy by design, and extreme usability. Domain experts can interactively explore billions of records, detect AI-driven anomalies, and unlock hidden trends instantly through a seamless, self-service visual analytics experience.

Who Is the Company Behind Xyzt?

  • Seller: xyzt.ai
  • Year Founded: 2020
  • HQ Location: Leuven, BE
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Yanyin Technology

Yanyin Technology offers an AI-driven digital collaboration platform tailored for biomedical research, integrating tools for molecular biology, electronic lab records, and data management. This platform enhances research efficiency by streamlining experimental processes and improving data traceability, addressing the challenges of fragmented workflows in scientific research. Key Features and Functionality: - yanMolecule: An integrated platform for sequence analysis and editing, featuring a universal plasmid construction workbench and sequence data asset management. - yanNote: A comprehensive solution for experiment recording and management, offering customizable templates, security features, audit support, and integration capabilities. - yanData: A research data management platform that facilitates data source integration, centralized management, custom data modeling, data processing, visualization, and analysis. - yanLibrary: An AI-powered tool for literature summarization and interpretation, providing context-based Q&A, a large model-based private knowledge base, and online literature storage and indexing. - yanInventory: A multi-location and multi-warehouse management system covering requisition, usage, return, and management processes, with data connectivity and real-time data synchronization. - yanEquipment: An integrated management system for instruments and equipment across multiple scenarios, offering full lifecycle status monitoring, usage reservation, and electronic equipment ledger export. Primary Value and Solutions Provided: Yanyin Technology's platform addresses the challenges of data integration, experimental process management, and team collaboration in biomedical research. By centralizing experimental data, automating data processing, and facilitating team collaboration, the platform improves data traceability, accelerates experimental processes, and drives innovation in drug discovery. Its suite of tools supports the entire research lifecycle, from experimental design to data analysis and reporting, enabling researchers to enhance efficiency and productivity.

Who Is the Company Behind Yanyin Technology?

Ycotek

Ycotek is a global technology consulting firm specializing in AI-driven solutions to help businesses achieve digital transformation. With over 20 years of experience, Ycotek combines artificial and human intelligence to deliver innovative and efficient services across various industries. Key Features and Functionality: - Data and Analytics: Offers insight strategy and governance, big data management, AI/ML operations, data visualization, and machine learning integration to optimize performance and reduce costs. - Cloud Enablement: Provides cloud strategy and execution, multi-cloud management, serverless implementation, cloud security and compliance, and cost optimization to transition organizations into cloud-based workflows. - Application Enablement: Facilitates application modernization, experience design, DevOps, cross-platform development, application security, and offers applications as a service to deliver advanced and innovative applications. Primary Value and Solutions: Ycotek empowers clients to stay ahead in a competitive landscape by leveraging cutting-edge technology and skilled professionals. Their AI-driven, dynamic, global delivery model ensures quality and precision in project execution. By integrating artificial intelligence with human expertise, Ycotek addresses complex business challenges, enhances operational efficiency, and drives measurable outcomes for clients.

Who Is the Company Behind Ycotek?

  • Seller: Ycotek
  • Year Founded: 2023
  • HQ Location: Minneapolis, US
  • LinkedIn® Page: www.linkedin.com
    91 employees on LinkedIn®

ytbulktranscript.app

ytbulktranscript.app is software for extracting transcripts from YouTube videos, playlists, and channels. It uses a pay-per-use credit system, avoiding recurring subscriptions. Single video transcripts are free and require no account. Bulk operations start with one-time fees, and credits can be purchased as needed. The platform retrieves transcripts directly from YouTube's caption system, supporting all available languages, including auto-generated captions. Transcripts are provided in plain text or timestamped formats. Channel scanning allows full channel transcript extraction, delivered as compressed archives via email. Credits never expire, and failed attempts result in automatic refunds. MCP support enables integration with AI tools like Claude for programmatic transcript retrieval. A Chrome extension and bookmarklet offer additional access. Channel owners can request free transcription of their channels through a manual review process.

Who Is the Company Behind ytbulktranscript.app?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026