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: 1,540

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
  • 14,500+ Authentic Reviews
  • 1,540+ 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)

Abjadiyah

Versatile machine learning platform designed to simplify the entire AI development lifecycle. Provides a collaborative environment where data scientists and engineers can efficiently build, deploy, and scale machine learning models with speed and precision. Powerful machine learning models without writing any code. Turn your raw data into actionable insights by putting the predictive power of AI directly into the hands of your business experts. The process is fast and clear. Upload any Excel or CSV file to get an instant data profile and analysis. From there, just pick the column you want to predict. Abjadiyah automates key business forecasts, whether you need to predict sales, classify customer behaviour, analyze patient outcomes, or assess financial risks, all in one user-friendly tool.

Who Is the Company Behind Abjadiyah?

Above Data

Above Data provides AI-ready data solutions that address the core challenges of transforming chaotic consumer data into useable metadata. Our platform leverages LLMs and proprietary algorithms to transform fragmented attributes and metadata describing consumer actions into applicable knowledge. We offer comprehensive data transformation and interoperability services, ensuring accuracy, compliance, and scalability. Unlike generalized AI platforms, Above Data brings deep domain expertise in consumer data, understanding the nuances of various industries, including AdTech/MarTech, Retail, CPG, and Finance. This expertise, combined with robust training data, enables us to deliver tailored solutions that address specific business needs. Our solutions seamlessly integrate with existing data infrastructure, including platforms like Snowflake, Databricks, and LiveRamp. By acting as the "connective tissue" for data, Above Data empowers businesses to unlock the full potential of AI, driving revenue growth, improving customer experiences, and gaining a competitive edge.

Who Is the Company Behind Above Data?

  • Seller: Above Data
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

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®

adaptrix

Adaptrix is a self-hosted, EU-sovereign AI analytics platform built for European mid-market companies that need modern AI-driven analytics without sending data to a public cloud. Users ask questions in plain language; Adaptrix automatically discovers the relationships in your data, builds and governs a semantic layer, and returns explained answers - with root-cause analysis, forecasting and anomaly detection - computed directly against your live data with no copy. Pricing is fixed and transparent (from €2,500/month) with no per-query or per-token AI charges. GDPR and EU AI Act-ready by design, it deploys in minutes and needs no consulting dependency.

Who Is the Company Behind adaptrix?

Adle

Adle is an AI-powered marketing platform designed to simplify and enhance the process of creating, launching, and optimizing digital advertising campaigns across multiple channels, including Meta, Google, TikTok, and LinkedIn. By integrating advanced artificial intelligence, Adle automates the generation of on-brand ad creatives, streamlines campaign deployment, and provides actionable insights to improve performance. One of Adle's core features is its Smart Generation capability, where AI algorithms produce performance-ready advertisements that align with a brand's identity. Users can configure their brand guidelines within the platform, ensuring that all generated content maintains consistency in colors, typography, and voice. This eliminates the need for manual creative development, allowing marketers to focus on strategy and analysis. The platform's Instant Launch functionality enables users to deploy campaigns across multiple advertising channels with a single click. This multi-channel readiness ensures that ads are appropriately formatted and optimized for each platform, reducing the time and effort typically required to manage campaigns on different networks. Adle's Smart Iteration feature leverages AI to analyze the performance of existing ads, identifying successful elements and generating new concepts based on these insights. This continuous learning process helps marketers understand what resonates with their audience, facilitating data-driven decisions for future campaigns. In addition to paid advertising, Adle offers Organic Social capabilities, allowing users to schedule and post organic content across various social media accounts. This integrated approach ensures a cohesive marketing strategy, combining both paid and organic efforts within a single platform. For agencies managing multiple clients, Adle provides tools to handle numerous accounts efficiently. The platform automates tasks such as creative generation, campaign structuring, and performance reporting, enabling agencies to scale their operations without increasing overhead. By centralizing campaign management, Adle helps agencies deliver faster results and maintain consistency across client accounts. Adle also includes a Competitor Ad Intelligence feature, allowing users to monitor and analyze competitors' advertisements across Meta, Google, and LinkedIn. This insight helps brands identify market trends, discover effective strategies, and create their own versions of successful ads, ensuring they remain competitive in their industry. Overall, Adle serves as a comprehensive marketing copilot, automating the complexities of digital advertising and providing marketers with the tools needed to create effective campaigns, learn from performance data, and continuously improve their marketing efforts.

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