Best Data Science and Machine Learning Platforms - Page 71

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)

Nexus

Nexus is an advanced artificial intelligence platform designed to streamline and enhance business operations through intelligent automation and data-driven insights. By integrating seamlessly with existing systems, Nexus empowers organizations to optimize workflows, improve decision-making, and drive innovation. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analytics: Provides comprehensive analytics to uncover valuable insights and inform strategic decisions. - Seamless Integration: Easily integrates with existing software and systems, ensuring a smooth implementation process. - Scalability: Adapts to the growing needs of businesses, supporting scalability and flexibility. - User-Friendly Interface: Offers an intuitive interface that simplifies user interaction and enhances productivity. Primary Value and Solutions: Nexus addresses the challenges of inefficiency and data overload by automating routine processes and providing actionable insights. This leads to increased productivity, cost savings, and a competitive edge in the market. By leveraging Nexus, businesses can focus on strategic initiatives and innovation, driving growth and success.

Who Is the Company Behind Nexus?

Noda

Noda is an agentic AI platform for commercial building operations. It connects to the systems already running a portfolio, continuously analyzes equipment and energy performance, and takes action to reduce energy waste, lower operating costs, and cut carbon emissions. Analytics platforms stop at dashboards and fault detection tools stop at alarms. Noda treats those signals as inputs. It identifies root causes across systems, validates whether a fix is economically worthwhile, executes optimizations through two-way controls where authorized, and measures the result. Teams get a short list of execution-ready work instead of a longer queue to triage. Noda is BMS-agnostic, integrating with leading building management systems and any system supporting BACnet/IP, Modbus, or MQTT. Connection is established through the Noda LaunchPad, a secure on-premise gateway that requires no BMS reprogramming.

Who Is the Company Behind Noda?

  • Seller: Noda
  • Year Founded: 2018
  • HQ Location: Washington, DC, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Noded

Who Is the Company Behind Noded?

  • Seller: Noded
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Nomotic

Nomotic is an advanced AI-driven platform designed to streamline and enhance business operations through intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Nomotic enables organizations to optimize workflows, improve decision-making processes, and drive overall efficiency. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and minimizing errors. - Data Analytics: Provides comprehensive data analysis tools to uncover actionable insights. - Customizable Workflows: Allows users to tailor processes to meet specific business needs. - Integration Capabilities: Seamlessly integrates with existing systems and software. - User-Friendly Interface: Offers an intuitive design for easy navigation and operation. Primary Value and Solutions: Nomotic addresses the challenges of operational inefficiencies and data overload by providing a centralized platform that automates routine tasks and delivers insightful analytics. This empowers businesses to make informed decisions, enhance productivity, and maintain a competitive edge in their respective industries.

Who Is the Company Behind Nomotic?

  • Seller: Nomotic
  • Year Founded: 2025
  • HQ Location: Irvine, US
  • LinkedIn® Page: linkedin.com
    1 employees on LinkedIn®

Norra

Norra is a comprehensive platform designed to streamline and enhance the management of digital assets and workflows for businesses. It offers a suite of tools that facilitate efficient collaboration, secure storage, and seamless integration with existing systems, enabling organizations to optimize their operations and drive productivity. Key Features and Functionality: - Digital Asset Management: Centralized storage and organization of digital assets, ensuring easy access and retrieval. - Collaborative Tools: Features that support team collaboration, including shared workspaces and real-time editing capabilities. - Integration Capabilities: Seamless integration with existing business systems and third-party applications to maintain workflow continuity. - Security Measures: Robust security protocols to protect sensitive data and ensure compliance with industry standards. - Analytics and Reporting: Tools to monitor usage, track performance, and generate insightful reports for informed decision-making. Primary Value and User Solutions: Norra addresses the challenges businesses face in managing digital assets and workflows by providing a unified platform that enhances efficiency, collaboration, and security. By centralizing resources and streamlining processes, Norra helps organizations reduce operational bottlenecks, improve team productivity, and maintain data integrity, ultimately contributing to overall business success.

Who Is the Company Behind Norra?

Notus

Notus is an AI-powered platform designed to unify and enhance customer intelligence by integrating diverse data sources into a cohesive, actionable framework. By creating a comprehensive "Customer DNA," Notus enables businesses to gain deep insights into customer behavior, preferences, and external influences, facilitating more informed decision-making and strategic planning. Key Features and Functionality: - Customer DNA Engine: Synthesizes data from various touchpoints, including CRM systems, sales platforms, and web analytics, to create a unified vector embedding that encapsulates customer behavior and preferences. - AI Identity Resolution: Unifies fragmented customer data across multiple channels into accurate, consolidated profiles, enhancing the understanding of individual customer journeys. - Macro Signal Integration: Incorporates external factors such as weather forecasts, search trends, and economic indicators to provide context-aware insights, allowing businesses to anticipate market shifts and adjust strategies accordingly. - Interconnected Predictive Analytics: Utilizes a network of AI models that learn from each other, improving the accuracy of predictions related to customer lifetime value, churn risk, and purchasing behavior. - DNA-Based Segmentation: Employs advanced clustering techniques to identify high-value customer segments and create precise lookalike audiences without the need for manual rule-setting. Primary Value and Solutions Provided: Notus addresses the challenges of siloed data analysis by offering a holistic view of customers, enabling businesses to: - Enhance Marketing Efficiency: Optimize marketing spend and messaging by understanding the complete customer journey and identifying the true drivers behind customer behavior. - Proactive Decision-Making: Shift from reactive to proactive strategies by anticipating customer needs and market trends through integrated, context-aware insights. - Personalization at Scale: Deliver personalized experiences by leveraging detailed customer profiles and predictive analytics, leading to increased customer satisfaction and loyalty. - Operational Efficiency: Reduce infrastructure costs and computational waste by processing data within existing environments, eliminating the need for complex data pipelines and redundant storage. By transforming complex data into clear, actionable insights, Notus empowers businesses to make smarter, faster, and more profitable decisions informed by a comprehensive understanding of their customers and the external factors influencing their behavior.

Who Is the Company Behind Notus?

Nous Psyche

Nous Psyche is a decentralized, cooperative training network for generative AI, developed by Nous Research and built on the Solana blockchain. It leverages a novel networking stack called Nous DisTrO, which significantly reduces inter-GPU communication during pretraining, enabling efficient coordination of heterogeneous hardware for model training. By utilizing idle GPUs globally, Psyche democratizes the development of superintelligence, making AI training more accessible and transparent. Psyche addresses the centralization of AI development by providing an open infrastructure that empowers individuals and organizations to participate in the creation of superintelligent systems. By harnessing underutilized computational resources, it offers a cost-effective and scalable solution for AI training, fostering innovation and reducing dependency on large tech entities. This approach not only accelerates AI advancements but also ensures that the benefits of superintelligence are accessible to a broader community.

Who Is the Company Behind Nous Psyche?

Novaflow

NovaFlow is an AI-powered bioinformatics analysis platform designed to automate data processing for life science researchers. By transforming raw experimental data into actionable results within minutes, NovaFlow enables scientists to focus more on discovery and less on manual data handling. Key Features and Functionality: - Natural Language Interface: Initiate complex bioinformatics analyses using simple, conversational prompts, eliminating the need for graphical user interfaces, configuration files, or coding expertise. - Automated Pipeline Execution: Automatically selects and executes the appropriate workflow, such as RNA-seq or ATAC-seq, utilizing reproducible, peer-reviewed methods to ensure accuracy and reliability. - Data Visualization: Generate high-quality, exportable charts and figures—including volcano plots and UMAPs—by merely describing the desired visualization, facilitating clearer data interpretation. Primary Value and Problem Solved: NovaFlow addresses the time-consuming and complex nature of bioinformatics data analysis by automating the entire process. This automation leads to faster, reproducible results, allowing researchers to obtain publication-ready analyses in minutes rather than weeks. By reducing reliance on manual workflows and external bioinformatics support, NovaFlow not only accelerates research timelines but also significantly cuts costs, potentially saving laboratories tens of thousands of dollars annually. Ultimately, NovaFlow empowers scientists to dedicate more time to experimental work and scientific discovery, enhancing overall research productivity.

Who Is the Company Behind Novaflow?

  • Seller: Novaflow
  • Year Founded: 2025
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    2,342 employees on LinkedIn®

Novaflow

Who Is the Company Behind Novaflow?

  • Seller: Novaflow
  • Year Founded: 2025
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Novara AI

AI calling agent for outbound sales

Who Is the Company Behind Novara AI?

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