Best Data Science and Machine Learning Platforms - Page 101

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

Total Products under this Category: 1,540

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
  • 14,500+ Authentic Reviews
  • 1,540+ 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)

Waypoint Transit

Waypoint Transit is an AI-powered platform designed to revolutionize city planning by automating routine tasks, allowing planners to focus on impactful work. By integrating with essential data sources, Waypoint accelerates the planning process, reducing project timelines from years to months and cutting costs by up to 70%. Key Features and Functionality: - AI-Powered Geospatial Analysis: Perform complex GIS operations, such as spatial joins and buffer analyses, using plain language commands, eliminating the need for intricate manual processes. - Corridor Studies: Conduct comprehensive analyses of transportation corridors to inform planning and safety improvements. - Development Reviews: Streamline the development review process with AI-driven analysis and automated report generation, ensuring consistency and efficiency. - Safety Audits: Automate safety assessments to identify risks and recommend evidence-based countermeasures, enhancing public safety. - Multimodal & Vision Zero Support: Facilitate complete streets and Vision Zero initiatives through detailed multimodal transportation analysis. - Economic Development Analysis: Evaluate the economic impacts of transportation investments and identify opportunities for growth and revitalization. Primary Value and Solutions: Waypoint Transit addresses the challenges faced by municipalities, including congestion, budget constraints, and climate change, by providing an efficient and cost-effective solution for urban planning. By automating data analysis and report generation, it enables cities to develop infrastructure plans more rapidly and affordably, fostering sustainable urban development. This approach not only saves time and resources but also empowers planners to make informed decisions that enhance community well-being.

Who Is the Company Behind Waypoint Transit?

WeDataLab

WeDataLab is a South Korean company specializing in AI-driven IT solutions, focusing on database management and performance monitoring. Established by seasoned data experts, the company offers a suite of products designed to enhance data handling and system efficiency. Key Features and Functionality: - EZIS for DBMS: An AI-based performance monitoring solution that collects and analyzes real-time data to ensure optimal database performance. - EZIS for Audit: Monitors and audits database user activities in real-time, helping organizations control unauthorized data changes. - XcruzDB: A comprehensive data analysis platform tailored for the AI era, facilitating in-depth data insights. - Rosen: A Gen AI management tool designed to streamline and oversee generative AI processes. Primary Value and Solutions Provided: WeDataLab's solutions empower businesses to manage and utilize their data more effectively, leading to cost reduction, risk mitigation, and enhanced brand competitiveness. By offering tools for database performance optimization, real-time auditing, application performance monitoring, and AI vision inspection automation, WeDataLab addresses various IT challenges. Their products support both on-premise and cloud-based environments, enabling businesses to scale efficiently and maintain stability through automation and proactive issue prevention.

Who Is the Company Behind WeDataLab?

Westx

Westx is a comprehensive platform designed to streamline and enhance the management of digital assets for individuals and organizations. It offers a user-friendly interface that simplifies the complexities associated with digital asset management, ensuring users can efficiently organize, access, and monitor their assets. Key Features and Functionality: - Centralized Asset Management: Westx provides a unified dashboard where users can oversee all their digital assets, facilitating easy tracking and organization. - Real-Time Monitoring: The platform offers real-time updates and analytics, enabling users to stay informed about the performance and status of their assets. - Secure Storage: Westx employs advanced security protocols to ensure the safety and integrity of users' digital assets. - User-Friendly Interface: Designed with simplicity in mind, the platform ensures that both novice and experienced users can navigate and utilize its features effectively. Primary Value and Solutions: Westx addresses the challenges associated with managing multiple digital assets by providing a centralized and secure platform. It simplifies asset tracking, enhances security, and offers real-time insights, thereby empowering users to make informed decisions and optimize their digital asset portfolios.

Who Is the Company Behind Westx?

Wielded

Wielded is a comprehensive platform designed to streamline and enhance the management of digital assets and workflows for businesses of all sizes. By integrating advanced tools and features, Wielded empowers organizations to optimize their operations, improve collaboration, and drive productivity. Key features and functionality of Wielded include: - Digital Asset Management: Centralized storage and organization of digital assets, ensuring easy access and retrieval. - Workflow Automation: Customizable workflows that automate repetitive tasks, reducing manual effort and minimizing errors. - Collaboration Tools: Real-time collaboration features that enable teams to work together seamlessly, regardless of location. - Analytics and Reporting: In-depth analytics and reporting capabilities that provide insights into performance and areas for improvement. - Integration Capabilities: Compatibility with a wide range of third-party applications and services, allowing for a cohesive tech ecosystem. The primary value of Wielded lies in its ability to simplify complex processes, enhance team collaboration, and provide actionable insights. By addressing common challenges such as inefficient workflows, disorganized digital assets, and lack of visibility into operations, Wielded enables businesses to operate more efficiently and effectively, ultimately leading to increased growth and success.

Who Is the Company Behind Wielded?

WilsonAI

Who Is the Company Behind WilsonAI?

  • Seller: WilsonAI
  • Year Founded: 2018
  • HQ Location: Hampton, AU
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Wind Stream

Wind Stream is a collaborative AI platform built for teams to work with AI together in a shared environment. Where most AI tools treat collaboration as an afterthought, Wind Stream makes it the default: multiple team members join the same AI workspace, share full conversation context, and build on each other's work in real time.

Who Is the Company Behind Wind Stream?

WisBot

WisBot is an AI-powered assistant designed to streamline data science and machine learning workflows by transforming raw data and user queries into comprehensive, ready-to-use solutions. It automates the creation of executed Jupyter Notebooks, exploratory data analysis (EDA) reports, trained machine learning models, and deployment-ready code, all without requiring local setup. Key Features and Functionality: - Executed Jupyter Notebooks: WisBot generates fully executed notebooks that include completed EDA, trained models, and publication-ready visualizations, enabling users to gain insights without manual coding. - Interactive Chat-Based Iteration: Users can interactively refine analyses through a chat interface, requesting modifications or new visualizations in natural language, facilitating an iterative development process. - Instant Scaffold Python Code: The tool provides complete project structures with necessary files like `requirements.txt`, Dockerfiles, and deployment configurations, ensuring the code is production-ready and follows best practices. - Research Integration: WisBot incorporates findings from the latest academic papers and research publications, allowing users to apply cutting-edge techniques and methodologies to their analyses. Primary Value and User Solutions: WisBot significantly accelerates the data analysis and model development process for data scientists, machine learning engineers, data analysts, and product managers. By automating tedious tasks such as data cleaning, EDA, model selection, and code generation, it reduces the time from data ingestion to actionable insights from hours to minutes. This efficiency enables users to focus on strategic decision-making and innovation, rather than being bogged down by routine coding and setup tasks. Additionally, its cloud-based infrastructure eliminates the need for local environment configurations, making it accessible and convenient for teams of all sizes.

Who Is the Company Behind WisBot?

Wisenut

Who Is the Company Behind Wisenut?

  • Seller: Wisenut
  • Year Founded: 2000
  • HQ Location: 성남, KR
  • LinkedIn® Page: www.linkedin.com
    98 employees on LinkedIn®

WISLR AI Channel Analytics

WISLR AI Channel Analytics is an advanced analytics platform designed to empower businesses with comprehensive insights into their sales channels. By leveraging artificial intelligence, it enables organizations to monitor, analyze, and optimize channel performance, ensuring data-driven decision-making and enhanced operational efficiency. Key Features and Functionality: - Real-Time Data Monitoring: Continuously tracks sales channel activities, providing up-to-date information on performance metrics. - Predictive Analytics: Utilizes AI algorithms to forecast sales trends and identify potential opportunities or challenges. - Customizable Dashboards: Offers user-friendly interfaces that can be tailored to display relevant KPIs and metrics. - Automated Reporting: Generates detailed reports, reducing manual effort and ensuring accuracy. - Integration Capabilities: Seamlessly connects with existing CRM and ERP systems for a unified data ecosystem. Primary Value and Solutions Provided: WISLR AI Channel Analytics addresses the challenge of fragmented and inefficient sales channel management. By offering real-time insights and predictive capabilities, it enables businesses to: - Optimize Channel Performance: Identify underperforming channels and implement targeted strategies for improvement. - Enhance Decision-Making: Base strategic decisions on accurate, data-driven insights. - Increase Revenue: Uncover new sales opportunities and maximize existing channel potential. - Reduce Operational Costs: Automate reporting and analysis processes, freeing up resources for other critical tasks. In summary, WISLR AI Channel Analytics equips businesses with the tools needed to transform their sales channel strategies, driving growth and operational excellence.

Who Is the Company Behind WISLR AI Channel Analytics?

  • Seller: WISLR AI
  • Year Founded: 2023
  • HQ Location: Atlanta, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Wissly

Who Is the Company Behind Wissly?

  • Seller: Wissly
  • Year Founded: 2024
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Withgoogle

Teachable Machine is a web-based tool developed by Google that enables users to create machine learning models directly in their browser without any coding experience. By utilizing your device's camera, microphone, or uploaded files, you can train a model to recognize images, sounds, or poses in real-time. The training process occurs locally on your device, ensuring privacy and quick responsiveness. Once trained, these models can be exported and integrated into various applications, making machine learning accessible to a broader audience. Key Features and Functionality: - No Coding Required: Users can build and train machine learning models without any programming knowledge. - Multiple Input Types: Supports training models using images, sounds, or poses captured through your device's camera or microphone. - Real-Time Training: Models are trained instantly in the browser, providing immediate feedback. - Local Processing: All training occurs on your device, ensuring data privacy and faster processing. - Export Options: Trained models can be exported for use in websites, apps, and other projects. Primary Value and User Solutions: Teachable Machine democratizes machine learning by removing technical barriers, allowing educators, students, artists, and developers to experiment and innovate without prior expertise. It provides a hands-on approach to understanding machine learning concepts, fostering creativity and practical application in various fields. By enabling users to create custom models tailored to their specific needs, Teachable Machine empowers individuals and organizations to harness the power of AI in a user-friendly and accessible manner.

Who Is the Company Behind Withgoogle?

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