Best Data Science and Machine Learning Platforms - Page 70

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

Total Products under this Category: 1,649

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
  • 1,649+ 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, Dataiku, 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=snowflake&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=dataiku&focus%5B%5D=hex-tech-hex)

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®

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®

Novara AI

AI calling agent for outbound sales

Who Is the Company Behind Novara AI?

Noveum.ai

Who Is the Company Behind Noveum.ai?

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

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?

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