Best Data Science and Machine Learning Platforms - Page 72

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, 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)

NuGene

NuGene is hotify’s Cognitive Intelligence Platform that can become Your Enterprise AI Cloud and deliver enterprise wide cross functional AI Applications.

Who Is the Company Behind NuGene?

  • Seller: Sonasoft
  • Year Founded: 2003
  • HQ Location: San Jose, US
  • Twitter: @Sonasoft
    13,065 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®
  • Ownership: OTC: SSFT

Nūl

Who Is the Company Behind Nūl?

  • Seller: Nūl
  • HQ Location: Singapore, SG
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Numbers Game

Numbers Game is a comprehensive football statistics platform designed to simplify the analysis of football data for enthusiasts, analysts, and professionals. It offers an intuitive interface that presents complex football statistics in an accessible and user-friendly manner, enabling users to gain deeper insights into team performances, player metrics, and match outcomes. Key Features and Functionality: - User-Friendly Interface: Designed for ease of use, allowing users to navigate and interpret football statistics effortlessly. - Comprehensive Data Coverage: Provides extensive data on teams, players, and matches, ensuring users have access to a wide range of football statistics. - Analytical Tools: Equipped with tools that facilitate in-depth analysis, helping users to uncover patterns and trends within the data. Primary Value and User Solutions: Numbers Game addresses the challenge of interpreting complex football data by offering a platform that makes statistical analysis straightforward and accessible. It empowers users to make informed decisions, enhance their understanding of the game, and engage more deeply with football analytics.

Who Is the Company Behind Numbers Game?

NVolume

NVolume is an advanced AI-driven cryptocurrency trading platform designed to automate and optimize trading strategies for users. By leveraging sophisticated machine learning algorithms, NVolume continuously analyzes market data to execute trades on behalf of its users, aiming to maximize profits while minimizing risks. Key Features and Functionality: - AI Algorithms: NVolume offers specialized trading algorithms, such as Sigma and Matrix, tailored to different risk appetites and investment goals. - Security: The platform interacts with cryptocurrency exchanges via API keys, ensuring that users retain full control over their funds. NVolume does not collect or store personal data, prioritizing user privacy and security. - Automation: Users can set their desired risk levels and investment amounts, after which the AI handles all trading activities automatically. No prior trading experience is required. - Analytics: Built upon both academic and proprietary research in machine learning, NVolume's AI is continuously updated and improved to adapt to evolving market conditions. Primary Value and User Solutions: NVolume addresses the complexities and time demands of cryptocurrency trading by providing an automated solution that operates around the clock. It empowers users to participate in the crypto market without needing in-depth knowledge or constant monitoring. By offering customizable risk levels and employing advanced AI strategies, NVolume aims to deliver consistent returns while safeguarding against market volatility.

Who Is the Company Behind NVolume?

OASYS NOW

OASYS NOW is a European health-tech startup dedicated to making personalized healthcare accessible to all. By leveraging certified, privacy-first AI technology, OASYS NOW transforms unstructured medical data into actionable insights, significantly accelerating patient identification for clinical trials. This innovation reduces the time required to match patients from months to mere minutes, thereby expediting the development of life-saving treatments. Key Features and Functionality: - ELaiGIBLE CT: An AI-powered pre-screening tool that automatically reads study protocols and scans various patient data formats, including electronic health records (EHRs) and PDFs, in real-time. It provides traceable, evidence-based results to support dynamic screening tasks. - De-ID: A certified de-identification solution designed for both structured and unstructured health data. It detects sensitive information in diverse formats such as PDFs, scans, clinical notes, and handwriting, enabling secure anonymization or pseudonymization in compliance with GDPR and EHDS standards. - GRIP: A platform that facilitates the secure collection, enrichment, and connection of real-world health and lifestyle data directly from patients, all under dynamic consent. It offers features like dynamic consent management, patient-reported outcome measures (PROM) tracking, and robust data governance and linkage capabilities. - CoMPai: A confidential multi-party AI framework that enables cross-border data collaboration without the need to access or transfer raw data. It supports confidential aggregation, is compatible with genomic data formats, and ensures performance-preserving privacy. Primary Value and User Solutions: OASYS NOW addresses critical challenges in clinical trial recruitment by automating and streamlining the patient identification process. Traditional methods are often time-consuming and inefficient, delaying the development of essential treatments. By utilizing AI to analyze unstructured medical data, OASYS NOW significantly reduces the time required to match patients with appropriate clinical trials, thereby accelerating research and improving patient outcomes. Additionally, the company's commitment to data privacy and compliance ensures that sensitive health information is handled securely, fostering trust among healthcare providers and patients alike.

Who Is the Company Behind OASYS NOW?

OceanSheet

OceanSheet is a no-code data management tool designed to streamline and automate spreadsheet workflows, enhancing productivity and accuracy. It enables users to connect, manage, and automate data across various spreadsheet platforms, including Google Sheets, Microsoft Excel, CSV, and TSV files, without the need for manual data transfer. Key Features and Functionality: - Data Connectivity: Seamlessly merge and sync data from multiple sources, including Google Sheets, Excel, CSV, and TSV files, into a single, unified spreadsheet. - Data Consolidation: Collect and integrate data from diverse sources, bringing all necessary information into one convenient location for easier analysis and reporting. - Data Distribution: Automatically filter and distribute data between spreadsheets, ensuring that relevant information reaches the appropriate stakeholders promptly. - Data Filtering: Refine data before sharing by applying conditionals, query functions, or even sorting by cell color, eliminating the need to manually sift through irrelevant information. - Data Appending: Track historical values by appending new data to existing lists, preserving previous records without overwriting them. - Automation: Schedule automatic data updates on an hourly, daily, weekly, or custom basis, reducing manual intervention and keeping data current. Primary Value and User Solutions: OceanSheet addresses the challenges of manual data management by automating repetitive tasks, thereby reducing errors and increasing efficiency. It simplifies data organization, enhances analysis capabilities, and improves scalability as businesses grow. By enabling seamless data synchronization and automation, OceanSheet empowers teams to focus on strategic decision-making rather than time-consuming data handling.

Who Is the Company Behind OceanSheet?

Octopulse AI

Octopulse 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, Octopulse AI enables organizations to streamline processes, improve decision-making, and drive innovation across various industries. Key features and functionality of Octopulse AI include: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analytics: Provides comprehensive data analysis tools to uncover valuable insights and trends. - Predictive Modeling: Utilizes predictive analytics to forecast outcomes and inform strategic planning. - Natural Language Processing (NLP): Enhances customer interactions through advanced language understanding capabilities. - Customizable Solutions: Offers tailored AI solutions to meet the unique needs of different businesses. The primary value of Octopulse AI lies in its ability to transform complex data into actionable intelligence, enabling businesses to make informed decisions, optimize workflows, and stay competitive in a rapidly evolving market. By integrating Octopulse AI, organizations can achieve greater efficiency, reduce costs, and unlock new opportunities for growth and innovation.

Who Is the Company Behind Octopulse AI?

Ocular AI

Ocular AI is the Multimodal AI Data Lakehouse. With Ocular, AI teams can seamlessly ingest, catalog/curate, search, annotate, and train on video, image, and audio data — all on one AI-native platform. Built for speed, scale, and accuracy, Ocular transforms petabytes of raw, unstructured data into high-quality datasets and production-grade custom models, enabling the next generation of multimodal AI. Whether you're building computer vision systems, robotics perception models, or domain-specific generative AI, Ocular provides everything you need to go from data to model — fast. Ocular Foundry — The Multimodal Lakehouse for AI Foundry is a multimodal data lakehouse purpose-built for unstructured data workflows. It combines powerful infrastructure, intuitive tooling, and AI-native workflows into one cohesive platform. Ingest, Catalog, & Curate — Bring all your unstructured data into a single, unified platform. Foundry supports direct integrations with cloud storage, SDKs, APIs, and more to centralize enterprise-scale video, image, and audio datasets. Visualize and curate your data using embedding-powered interfaces for smarter, label-prioritized workflows. Search & Understand — Use natural language to search across petabytes of video and image data. Ask complex queries like “Show forklifts near a dock” or “Find red cars at night,” and Foundry will pinpoint exact frames and timestamps. The platform understands scenes, detects actions, reads embedded text, and locates key events across modalities. Annotate & Label with Agents & Humans— Supercharge annotation workflows with AI Data Agents, fine-tuned models, and human-in-the-loop collaboration. Use advanced tools for bounding boxes, segmentation, audio labeling, and frame-level tagging — all with project-specific ontologies and automated QA checks. Train & Evaluate — Fine-tune and evaluate custom models directly inside Foundry with integrated GPU-powered training. Track data lineage, monitor label coverage, and assess model readiness in real time with rich analytics and visual dashboards — no context switching or pipeline fragmentation. Foundry is the infrastructure layer built for teams solving hard AI problems with real-world, messy data. Bolt — Expert-in-the-Loop Annotation at Scale Bolt is Ocular’s high-precision annotation service designed for enterprises that need fast, accurate, domain-specific labeling. Unlike crowdwork platforms, Bolt is powered by trained professionals — engineers, medical experts, and QA specialists — to ensure every label meets your model’s unique requirements. With Bolt, you get: - Scalable annotations across video, image, and audio data - Expert-in-the-loop workflows for critical edge cases - Tight integration with Foundry for seamless project execution - Speed and accuracy without sacrificing context or quality Trusted by forward-thinking AI teams tackling the hardest multimodal AI problems. Ocular AI is SOC 2 compliant and designed to meet the security and performance demands of enterprise AI. Confidently build multimodal, production-ready models — all on one Multimodal Lakehouse.

Who Is the Company Behind Ocular AI?

  • Seller: Ocular AI
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Offroad

Who Is the Company Behind Offroad?

  • Seller: Offroad
  • Year Founded: 2026
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    18 employees on LinkedIn®

OgenTech

OgenTech specializes in AI-powered forecasting and inventory intelligence, offering tailored solutions that integrate traditional analytical methods with advanced AI technologies. Their platform intelligently selects optimal AI models for each forecasting challenge, ensuring transparent and explainable predictions. Key Features and Functionality: - Demand Forecasting: Utilizes AI models to predict future demand with high accuracy by analyzing historical patterns, seasonality, external events, and local dynamics, even for slow-moving and intermittent items. - Inventory Optimization: Balances availability, cost, shelf life, and hidden constraints through AI-driven models that learn planner adjustments and local constraints, delivering actionable plans for various inventory settings. - Explainable Intelligence: Provides clear reasoning for every prediction, allowing analysts to understand the features influencing forecasts and maintain full control without black-box models. Primary Value and Solutions: OgenTech's solutions enhance supply chain efficiency by improving forecast accuracy by over 20%, leading to better inventory management and reduced costs. Their AI-driven approach addresses the complexities of demand forecasting and inventory planning, offering measurable results and proven scalability across industries such as retail, pharmaceuticals, and manufacturing.

Who Is the Company Behind OgenTech?

ogmah

Who Is the Company Behind ogmah?

  • Seller: ogmah
  • Year Founded: 2022
  • HQ Location: PARIS, FR
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Ogre AI

Who Is the Company Behind Ogre AI?

  • Seller: Ogre AI
  • Year Founded: 2021
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026