Best Data Science and Machine Learning Platforms - Page 30

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

Total Products under this Category: 1,647

Category Stats (Oct 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Palantir Foundry (+1.15%) - Among all products in this category, Palantir Foundry recorded the largest rating increase compared to last month

Last updated: October 13, 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
  • 14,600+ Authentic Reviews
  • 1,647+ 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 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=ibm-watsonx-data&focus%5B%5D=snowflake&focus%5B%5D=matlab&focus%5B%5D=dataiku)

CMC-AI

Who Is the Company Behind CMC-AI?

  • Seller: CMC-AI
  • Year Founded: 2024
  • HQ Location: Carlsbad, US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

CNAI

Who Is the Company Behind CNAI?

  • Seller: CNAI
  • HQ Location: 서울시, KR
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Codenull.ai

Codenull.ai is a no-code artificial intelligence platform that enables users to build and deploy AI models without any programming knowledge. Designed to democratize AI development, it allows businesses and individuals to create customized models for various applications, transforming raw data into actionable insights. Key Features and Functionality: - No-Code AI Development: Users can build, train, and deploy AI models through an intuitive visual interface, eliminating the need for coding skills. - Versatile Use Cases: The platform supports a wide range of applications, including portfolio optimization, robo-advisors, recommendation engines, fraud detection, sales revenue prediction, medical classification, and logistics cost analysis. - Rapid Deployment: Codenull.ai streamlines the AI development process, enabling users to go from concept to production swiftly, thereby accelerating innovation cycles. - Data-Driven Insights: By leveraging existing data, users can uncover patterns, predict trends, and automate complex decisions, enhancing business intelligence. - Scalable and Secure: The platform offers robust security and compliance features, ensuring data protection and supporting scalable deployment of AI models. Primary Value and Problem Solved: Codenull.ai addresses the common barriers to AI adoption, such as the need for specialized technical expertise, significant time investment, and high development costs. By providing a no-code solution, it empowers users across various industries to harness the power of AI for tasks like optimizing investment portfolios, enhancing customer engagement through personalized recommendations, detecting fraudulent activities, and making informed business decisions. This accessibility fosters innovation and efficiency, allowing organizations to stay competitive in a data-driven world.

Who Is the Company Behind Codenull.ai?

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How it works

Codex AI Suite

Codex AI Suite is an application toolset. It provides all the tools needed to scope, develop, roll-out and manage AI applications. Codex AI Suite is particularly well-suited to AI applications with strong machine learning and deep learning components.

Who Is the Company Behind Codex AI Suite?

  • Seller: Atos
  • Year Founded: 1997
  • HQ Location: 95877 Bezons, FR
  • Twitter: @Atos
    38,160 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    85,062 employees on LinkedIn®
  • Ownership: EPA: ATO

coding.bio

Coding.bio is an innovative platform designed to streamline the development of biological software applications. It offers a comprehensive suite of tools and resources tailored for bioinformatics professionals, enabling efficient coding, analysis, and visualization of biological data. By integrating advanced computational capabilities with user-friendly interfaces, Coding.bio empowers researchers to accelerate their projects and achieve more accurate results. Key Features and Functionality: - Integrated Development Environment (IDE): A specialized IDE equipped with syntax highlighting, code completion, and debugging tools optimized for bioinformatics programming languages. - Pre-built Libraries and Frameworks: Access to a vast collection of pre-built libraries and frameworks that simplify complex biological computations and data analysis tasks. - Data Visualization Tools: Advanced visualization capabilities to create interactive and informative representations of biological data, aiding in better interpretation and presentation. - Collaboration Support: Features that facilitate seamless collaboration among researchers, including version control integration and shared workspaces. - Cloud Integration: Cloud-based infrastructure that ensures scalability, data security, and remote accessibility, allowing users to work from anywhere. Primary Value and User Solutions: Coding.bio addresses the challenges faced by bioinformatics professionals by providing a unified platform that combines coding, analysis, and visualization tools. It reduces the complexity of managing multiple software solutions, thereby saving time and resources. The platform's user-friendly design and comprehensive features enable researchers to focus on scientific discovery rather than technical hurdles, ultimately accelerating the pace of biological research and innovation.

Who Is the Company Behind coding.bio?

Cognata

Who Is the Company Behind Cognata?

  • Seller: Cognata
  • Year Founded: 2016
  • HQ Location: Rehovot, IL
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Cognee

cognee helps you create a GraphRAG and supports Vector Stores, Graph stores, and various LLM providers

Who Is the Company Behind Cognee?

Cogniate

Cogniate is an advanced AI-powered platform designed to enhance business intelligence and decision-making processes. By leveraging cutting-edge machine learning algorithms, it analyzes vast datasets to uncover actionable insights, enabling organizations to optimize operations, identify market trends, and drive strategic growth. Cogniate's intuitive interface ensures seamless integration with existing systems, facilitating real-time data processing and visualization. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, aggregating information for comprehensive analysis. - Advanced Analytics: Utilizes machine learning to perform predictive analytics, trend analysis, and anomaly detection. - Customizable Dashboards: Offers interactive dashboards that can be tailored to specific business needs, providing clear and concise visual representations of data. - Automated Reporting: Generates detailed reports automatically, reducing manual effort and ensuring timely information dissemination. - Scalability: Designed to handle large volumes of data, making it suitable for businesses of all sizes. Primary Value and User Solutions: Cogniate empowers businesses to make informed decisions by transforming raw data into meaningful insights. It addresses common challenges such as data silos, inefficient reporting processes, and the inability to quickly adapt to market changes. By providing real-time analytics and customizable reporting, Cogniate enables organizations to enhance operational efficiency, improve customer satisfaction, and gain a competitive edge in their industry.

Who Is the Company Behind Cogniate?

  • Seller: Cogniate
  • Year Founded: 2025
  • HQ Location: Sydney, AU
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Cognilix

Who Is the Company Behind Cognilix?

cogniti

Cogniti is an advanced AI-driven platform designed to enhance business decision-making by providing real-time data analysis and predictive insights. By integrating seamlessly with existing systems, Cogniti empowers organizations to make informed decisions, optimize operations, and drive growth. Key Features and Functionality: - Real-Time Data Analysis: Processes and analyzes data in real-time, offering immediate insights into business performance. - Predictive Analytics: Utilizes machine learning algorithms to forecast trends and outcomes, enabling proactive decision-making. - Seamless Integration: Easily integrates with existing business systems and tools, ensuring a smooth implementation process. - Customizable Dashboards: Provides user-friendly dashboards that can be tailored to display relevant metrics and KPIs. - Scalability: Designed to scale with business growth, accommodating increasing data volumes and complexity. Primary Value and Solutions: Cogniti addresses the challenge of data-driven decision-making by transforming complex data sets into actionable insights. It enables businesses to anticipate market changes, optimize operations, and enhance customer experiences. By leveraging Cogniti, organizations can reduce operational costs, increase efficiency, and gain a competitive edge in their industry.

Who Is the Company Behind cogniti?

CognitiveScale Engage

CognitiveScale is a provider of enterprise Cognitive Cloud software, a new class of big data interpretation and machine learning systems.

Who Is the Company Behind CognitiveScale Engage?

  • Seller: Cognitivescale
  • Year Founded: 2013
  • HQ Location: Austin, US
  • Twitter: @CognitiveScale
    3,816 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    28 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026