Best Data Science and Machine Learning Platforms - Page 13

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)

Ac

Ac is a software tool designed to enhance the efficiency and accuracy of computational tasks in various scientific and engineering domains. It offers a robust platform for automating complex calculations, data analysis, and modeling processes, thereby reducing manual effort and minimizing errors. Ac's intuitive interface and powerful algorithms enable users to handle large datasets and perform intricate simulations with ease. Key Features and Functionality: - Automated Computation: Streamlines complex calculations, saving time and reducing human error. - Data Analysis Tools: Provides advanced tools for analyzing and visualizing large datasets. - Modeling Capabilities: Supports the creation and simulation of detailed models for various applications. - User-Friendly Interface: Offers an intuitive design that simplifies navigation and operation. - Scalability: Handles tasks ranging from small-scale computations to large-scale simulations. Primary Value and User Solutions: Ac addresses the need for efficient and accurate computational tools in scientific and engineering fields. By automating complex processes and providing advanced analysis capabilities, it enables researchers and professionals to focus on innovation and problem-solving rather than manual calculations. This leads to increased productivity, more reliable results, and the ability to tackle more complex projects with confidence.

Who Is the Company Behind Ac?

Acctos AI

Acctos AI is an advanced artificial intelligence platform designed to revolutionize financial management for businesses of all sizes. By leveraging cutting-edge machine learning algorithms, it automates complex accounting tasks, enhances data accuracy, and provides real-time financial insights. This enables organizations to make informed decisions swiftly and efficiently. Key features and functionalities of Acctos AI include: - Automated Bookkeeping: Streamlines the recording of financial transactions, reducing manual errors and saving time. - Real-Time Financial Reporting: Offers up-to-date financial statements and reports, ensuring businesses have immediate access to their financial health. - Predictive Analytics: Utilizes historical data to forecast future financial trends, aiding in strategic planning and budgeting. - Compliance Monitoring: Ensures adherence to financial regulations and standards, minimizing the risk of non-compliance penalties. - Integration Capabilities: Seamlessly connects with existing financial software and systems, facilitating a smooth transition and unified workflow. The primary value of Acctos AI lies in its ability to simplify and enhance financial management processes. By automating routine tasks and providing actionable insights, it empowers businesses to focus on growth and innovation. This solution addresses common challenges such as time-consuming manual bookkeeping, data inaccuracies, and the need for timely financial information, ultimately leading to improved operational efficiency and informed decision-making.

Who Is the Company Behind Acctos AI?

Accumin Intelligence

Accumin Intelligence is a provider of data intelligence solutions, specializing in transforming complex real estate data into actionable insights. By integrating cutting-edge technology with extensive expertise, Accumin empowers clients to make informed decisions in an ever-evolving market landscape. Their services are designed to cater to the needs of over 8,000 clients across 14 countries, ensuring precision and clarity in strategic planning. Key Features and Functionality: - Automated Valuation and Reinstatement Models (AVM & RVM): Provide accurate property valuations using advanced algorithms. - Portfolio Monitoring Tools: Enable real-time tracking and analysis of real estate assets. - Data-as-a-Service (DaaS): Offer access to comprehensive and curated real estate datasets. - Digital Solutions for Consumers: Deliver user-friendly platforms for property insights and analytics. - Data Quality and Geolocation: Ensure high-quality data through validation and precise geolocation services. - Sustainability Intelligence: Provide insights into environmental, social, and governance (ESG) factors affecting real estate. Primary Value and User Solutions: Accumin Intelligence addresses the challenges of data complexity in the real estate sector by offering tailored insights derived from curated datasets. Their solutions support clients in making smarter, more informed decisions, thereby gaining a competitive edge. With a client renewal rate exceeding 95% and a presence in 14 markets, Accumin's commitment to excellence and adaptability ensures that clients receive data solutions aligned with their specific goals.

Who Is the Company Behind Accumin Intelligence?

ActFlux

ActFlux is an advanced data analytics platform designed to empower businesses with real-time insights and predictive analytics. By leveraging cutting-edge machine learning algorithms, ActFlux enables organizations to process vast amounts of data efficiently, uncovering patterns and trends that drive informed decision-making. Its intuitive interface and customizable dashboards allow users to visualize complex data sets, facilitating a deeper understanding of business performance and market dynamics. Key Features and Functionality: - Real-Time Data Processing: ActFlux processes data streams in real-time, ensuring timely insights and responsiveness to changing conditions. - Predictive Analytics: Utilizing sophisticated machine learning models, the platform forecasts future trends and outcomes, aiding in strategic planning. - Customizable Dashboards: Users can tailor dashboards to display relevant metrics and visualizations, enhancing data accessibility and comprehension. - Data Integration: ActFlux seamlessly integrates with various data sources, including databases, cloud services, and APIs, providing a unified view of information. - Scalability: Designed to handle large-scale data operations, ActFlux scales with business growth, maintaining performance and reliability. Primary Value and Solutions: ActFlux addresses the challenge of managing and interpreting large volumes of data by providing a streamlined, user-friendly platform for real-time analytics. It empowers businesses to make data-driven decisions, optimize operations, and identify new opportunities. By offering predictive insights, ActFlux helps organizations anticipate market changes and customer needs, leading to improved efficiency, competitiveness, and profitability.

Who Is the Company Behind ActFlux?

Actify Data Labs

Actify Data Labs is an AI (Augmented Intelligence) company that delivers rapid business impact using data science and data engineering capabilities. For humans to benefit from Machine Learning and Artificial Intelligence, it is extremely important that the solutions address the nuances of how humans will use them in real-life business. Many machine learning and big data initiatives fail because such nuances are not properly addressed while developing the solutions. Augmented Intelligence makes machine learning useful and accessible to everyone by making it more human.

Who Is the Company Behind Actify Data Labs?

Ada by BoostKPI

Ada by BoostKPI is an AI-powered data analyst designed to transform how organizations interpret and utilize their data. By enabling users to interact with complex datasets through natural language queries, Ada democratizes data analysis, making it accessible to both technical and non-technical users. This tool automates intricate data tasks, providing deeper insights swiftly and cost-effectively, thereby enhancing decision-making processes and driving business growth. Key Features and Functionality: - Natural Language Interaction: Users can pose questions in plain language, and Ada comprehends the context to deliver accurate and relevant answers. - Intelligent Workspaces: Create customized data environments with tailored tables, views, and queries to meet specific user needs, facilitating a personalized analysis experience. - Automated Root-Cause Analysis: Ada autonomously examines data to identify underlying factors affecting key performance indicators (KPIs), enabling users to understand the drivers behind data changes. - Granular Alerts: The system provides precise notifications on significant metric changes, ensuring timely awareness of critical business developments. - Seamless Data Integration: Ada integrates effortlessly with major cloud data warehouses like Google BigQuery, Amazon RedShift, Snowflake, and Databricks, as well as SQL databases such as Postgres, MySQL, and ClickHouse, without data duplication, maintaining strict governance and privacy standards. Primary Value and Problem Solved: Ada addresses the challenge of complex data analysis by providing an intuitive, AI-driven solution that simplifies the process. It empowers organizations to uncover hidden patterns and root causes within vast datasets without the need for extensive technical expertise. By automating routine analytical tasks, Ada reduces the reliance on human analysts, offering a cost-effective alternative that operates continuously. This leads to faster, more informed decision-making, enhanced operational efficiency, and a competitive edge in the market.

Who Is the Company Behind Ada by BoostKPI?

Adamatics

Adamatics is a collaborative data science and AI platform designed to unify data sources, tools, and teams within an organization. It addresses the challenges of siloed data and fragmented tools by providing a single environment for analysts, data scientists, engineers, and business users to collaborate effectively. The platform enables rapid experimentation and deployment, allowing teams to move from prototype to production quickly while maintaining control over data access and governance. Adamatics aims to enhance analytics efforts and drive real business outcomes through improved collaboration and integration.

Who Is the Company Behind Adamatics?

  • Seller: Adamatics
  • Year Founded: 2018
  • HQ Location: København Ø, DK
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Adle

Who Is the Company Behind Adle?

  • Seller: Adle AI
  • Year Founded: 2022
  • HQ Location: Miami, US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Adswize

Adswize is an AI-powered assistant designed to optimize Meta Ads campaigns by automating daily performance analysis and providing actionable recommendations. By connecting directly to your Meta Ads account, Adswize identifies underperforming ads, suggests budget adjustments, and recommends creative updates, enabling advertisers to make informed decisions swiftly. This automation reduces the time spent on manual analysis and enhances campaign efficiency. Key Features: - Daily AI Optimization Recommendations: Receive prioritized, actionable steps each morning to improve campaign performance. - Clear, Action-Centric Dashboard: Access a streamlined dashboard highlighting critical performance metrics for quick assessment. - Deep AI Insights: Gain in-depth analysis of individual ads and performance trends, with explanations for changes and strategic suggestions. - Conversational AI Assistant: Ask natural language questions about your campaigns and receive immediate, data-backed responses. Adswize addresses the challenges of manual ad management by automating complex tasks, reducing human bias, and enabling scalability. It transforms raw data into clear, prioritized actions, allowing advertisers to optimize campaigns efficiently and confidently.

Who Is the Company Behind Adswize?

Afresh

Who Is the Company Behind Afresh?

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