Best Data Science and Machine Learning Platforms - Page 39

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)

DuoSoft Yazılım

DuoSoft Yazılım is a technology company dedicated to empowering businesses through digital transformation. Established in late 2022 as a boutique software firm, DuoSoft has evolved to offer a comprehensive suite of open-source solutions, specializing in ERP systems built on Frappe technologies. Their mission is to be a reliable technology partner, providing strategic solutions that optimize business processes, enhance efficiency, and deliver a competitive edge. Key Features and Functionality: - ERP (Enterprise Resource Planning): An intelligent, customizable, and scalable ERP solution that integrates all business processes, including finance management and stock control, without licensing costs. - CRM (Customer Relationship Management): Tools for intelligent relationship tracking and interaction management to build deeper customer connections. - HR (Human Resources): Intuitive workforce management tools that simplify recruitment and retention processes. - LMS (Learning Management System): Structured learning paths and skill development tracking to enhance corporate knowledge. - BI (Business Intelligence): Advanced analytics and visualizations to make data-driven decisions and interpret business data effectively. - Helpdesk: An integrated support system to efficiently manage and resolve user issues. - Custom Software Development: Tailored software solutions designed to meet unique business needs. Primary Value and Solutions Provided: DuoSoft Yazılım addresses the challenges businesses face in digital transformation by offering open-source, customizable, and cost-effective solutions. Their products are designed to integrate seamlessly, providing end-to-end digital transformation that enhances operational efficiency and reduces costs. By leveraging open-source technologies, DuoSoft ensures flexibility, scalability, and freedom from licensing fees, enabling businesses to adapt and grow in a rapidly changing technological landscape.

Who Is the Company Behind DuoSoft Yazılım?

Dvina

Dvina is an all-in-one AI assistant designed to streamline data analysis and enhance decision-making processes. By integrating seamlessly with various data sources and employing advanced analytics, Dvina empowers users to uncover hidden patterns, generate actionable insights, and drive innovative strategies. Its intuitive interface and robust features cater to professionals across multiple industries, facilitating efficient data management and analysis. Key Features and Functionality: - Data Integration and Connectivity: Import data from diverse sources, including Excel, CSV, and SQL databases. Establish real-time connections with systems like MySQL, MSSQL, and PostGIS, enabling comprehensive data analysis. - Powerful Data Analysis: Perform complex cross-filtering operations, apply nested logic operators, and generate customized data views. Export data in various formats to suit specific needs. - Geospatial Analytics and Visualization (Atlas): Utilize GIS capabilities to analyze spatial data, create HeatMaps and HexBins, and add context through tagging and labeling features. - Interactive Business Intelligence (BI) Dashboards: Design customizable dashboards with widgets and charts, define key performance indicators (KPIs), and monitor metrics in real time. Collaborate effectively with comments and shared access. - AI-Powered Data Insights: Leverage a RoBERTa-based AI language model to extract valuable insights from textual data, continuously learning and adapting to provide accurate, contextual suggestions. - Scalable and Secure Infrastructure: Benefit from a cloud-based architecture that handles large data volumes while ensuring security through robust encryption and access controls. Primary Value and User Solutions: Dvina simplifies complex data analysis tasks, enabling users to make informed decisions swiftly. By automating data integration, analysis, and visualization, it reduces manual effort and minimizes errors. The platform's AI capabilities offer deeper insights, uncovering trends and correlations that might be overlooked. With its scalable infrastructure and user-friendly interface, Dvina addresses the challenges of managing and interpreting large datasets, making it an invaluable tool for professionals seeking to harness the full potential of their data.

Who Is the Company Behind Dvina?

  • Seller: Dvina
  • Year Founded: 2019
  • HQ Location: Istanbul, TR
  • LinkedIn® Page: linkedin.com
    2 employees on LinkedIn®

Dyna.Ai Agentic AI Suite

Dyna.Ai Agentic AI Suite is a comprehensive artificial intelligence platform designed to empower businesses with advanced AI capabilities. This suite offers a range of tools and services that facilitate the development, deployment, and management of AI-driven solutions, enabling organizations to harness the power of AI to drive innovation and efficiency. Key Features and Functionality: - AI Model Development: Provides an intuitive environment for building and training custom AI models tailored to specific business needs. - Data Integration: Seamlessly integrates with various data sources, ensuring a unified and comprehensive dataset for AI processing. - Automated Workflows: Enables the creation of automated workflows that streamline operations and reduce manual intervention. - Scalability: Designed to scale with business growth, accommodating increasing data volumes and complex AI tasks. - Security and Compliance: Ensures data security and compliance with industry standards, safeguarding sensitive information. Primary Value and Solutions: Dyna.Ai Agentic AI Suite addresses the challenge of implementing AI solutions by offering a user-friendly and scalable platform. It empowers businesses to leverage AI for enhanced decision-making, operational efficiency, and competitive advantage. By simplifying the AI development process and providing robust tools, it enables organizations to innovate rapidly and respond effectively to market demands.

Who Is the Company Behind Dyna.Ai Agentic AI Suite?

  • Seller: Dyna
  • Year Founded: 2024
  • HQ Location: Singapore, SG
  • LinkedIn® Page: www.linkedin.com
    115 employees on LinkedIn®

Dystr

Dystr is a collaborative cloud platform designed to empower technical teams by integrating deterministic computations with AI capabilities. It provides secure, isolated environments called Workspaces, enabling users to store data, run code, and deploy AI agents without requiring programming experience. This approach facilitates seamless collaboration, allowing teams to automate workflows, analyze data, and build AI-powered systems efficiently. Key Features and Functionality: - Workspaces: Isolated project environments that offer control over code, data, documentation, and AI models, ensuring secure and organized project management. - Compute System: Manages the execution of deterministic code and data processing tasks within secure environments, eliminating the need for local installations or complex setups. - AI Assistants: Specialized agents capable of performing various tasks, including interactive request-response operations (Chat Assistants) and automated recurring tasks (Worker Assistants). - Notes: Dynamic, rich-text documents that serve as interactive canvases for communication between team members and AI models, supporting real-time documentation and analysis. - Files: Centralized storage for project data, documentation, and computation inputs/outputs, with automatic indexing and semantic search capabilities for efficient information retrieval. Primary Value and User Solutions: Dystr addresses the challenge of integrating AI into technical workflows by providing a user-friendly platform that does not require programming expertise. It enables teams to automate repetitive tasks, maintain synchronized documentation, and build AI-powered systems, thereby enhancing productivity and innovation. By offering secure, collaborative environments, Dystr ensures that computations and data remain private and organized, facilitating efficient project management and execution.

Who Is the Company Behind Dystr?

EACIIT

Who Is the Company Behind EACIIT?

  • Seller: EACIIT
  • Year Founded: 2013
  • HQ Location: Sugar Land, US
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Eagr

Who Is the Company Behind Eagr?

  • Seller: Eagr
  • Year Founded: 2024
  • HQ Location: Paris, FR
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Edgee

Edgee is an advanced AI-powered platform designed to enhance business operations by automating complex processes and providing insightful analytics. By leveraging cutting-edge machine learning algorithms, Edgee enables organizations to streamline workflows, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Process Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analytics: Offers comprehensive data analysis tools to uncover valuable insights and trends. - Customizable Solutions: Provides tailored AI models to meet specific business needs and objectives. - Scalability: Adapts to businesses of all sizes, ensuring seamless integration and growth. - User-Friendly Interface: Features an intuitive design for easy navigation and operation. Primary Value and Solutions: Edgee addresses the challenge of managing complex business processes by offering a robust AI solution that automates tasks and delivers actionable insights. This leads to increased productivity, cost savings, and a competitive edge in the market. By implementing Edgee, businesses can focus on strategic initiatives while the platform handles routine operations, fostering innovation and growth.

Who Is the Company Behind Edgee?

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

eDNA Explorer

eDNA Explorer is an advanced bioinformatics platform that leverages environmental DNA (eDNA) to provide comprehensive insights into global biodiversity. By analyzing genetic material shed by organisms into their surroundings, eDNA Explorer enables users to detect and monitor species presence without direct observation, facilitating efficient and non-invasive ecosystem assessments. The platform is designed to serve a diverse range of users, including environmental research organizations, governmental bodies, and NGOs, by offering tools that simplify the collection, analysis, and sharing of eDNA data. Key Features and Functionality: - Comprehensive Project Support: eDNA Explorer offers end-to-end assistance, from project planning and sampling protocol development to laboratory analysis and data interpretation, ensuring seamless execution of eDNA-powered biodiversity projects. - User-Friendly Analysis Software: The platform provides an intuitive interface that transforms complex genetic and geospatial data into accessible visualizations, making it suitable for ecologists, land managers, and researchers alike. - Global Insight with Local Processing: By partnering with vetted local laboratories worldwide, eDNA Explorer ensures that samples are processed within their country of origin, maintaining data integrity and compliance with local regulations. - Data Sovereignty and Controlled Sharing: Users retain full ownership of their data, with options to keep it private, download it, or share it with collaborators or the public, providing flexibility and control over sensitive information. - Interactive Species Monitoring: The platform allows users to monitor target species and communities in various environments by creating baselines, tracking threatened and invasive species, and comparing eDNA findings with traditional biomonitoring methods. - Geospatial Analysis Tools: Integrated AI tools enable users to explore how environmental factors influence local species patterns, offering ranked lists of earth variables related to biodiversity data and facilitating site comparisons. - Advanced Analytics and Reporting: eDNA Explorer generates comprehensive reports and visualizations, tracks biodiversity trends over time, and provides publication-ready figures, aiding in informed decision-making and regulatory compliance. Primary Value and Solutions Provided: eDNA Explorer addresses the growing need for efficient, accurate, and non-invasive methods of biodiversity monitoring and ecosystem assessment. By harnessing the power of eDNA, geospatial data, and AI, the platform enables users to: - Enhance Conservation Efforts: By providing detailed insights into species presence and ecosystem health, eDNA Explorer supports the development and implementation of effective conservation strategies. - Streamline Regulatory Compliance: The platform aids organizations in meeting environmental assessment requirements by offering precise, standards-based reporting tools. - Inform Sustainable Practices: eDNA Explorer's data-driven insights assist industries such as agriculture, forestry, and fisheries in adopting sustainable practices that balance economic growth with environmental stewardship. - Facilitate Restoration Planning: By establishing baselines and monitoring changes over time, the platform supports restoration projects aimed at rehabilitating degraded ecosystems. In summary, eDNA Explorer serves as a critical tool for organizations seeking to understand and preserve biodiversity, offering a scalable and user-friendly solution for environmental DNA analysis and ecosystem management.

Who Is the Company Behind eDNA Explorer?

EganForge

Who Is the Company Behind EganForge?

EggNOG

EggNOG is an advanced AI-powered platform designed to streamline and enhance the process of protein sequence analysis and functional annotation. By leveraging a comprehensive database of orthologous groups, EggNOG enables researchers to predict gene functions, identify evolutionary relationships, and gain insights into the biological roles of proteins across various organisms. This tool is invaluable for bioinformatics studies, comparative genomics, and evolutionary biology research. Key Features and Functionality: - Comprehensive Orthologous Groups Database: EggNOG provides access to a vast collection of orthologous groups, facilitating the identification of gene functions and evolutionary relationships. - Functional Annotation: The platform offers robust tools for predicting gene functions, aiding in the understanding of protein roles within different biological contexts. - User-Friendly Interface: EggNOG features an intuitive interface that simplifies the process of sequence analysis, making it accessible to both novice and experienced researchers. - High-Throughput Analysis: The platform supports large-scale analyses, allowing users to process extensive datasets efficiently. - Regular Updates: EggNOG is continuously updated with new data and improved algorithms, ensuring users have access to the latest information and tools. Primary Value and Problem Solved: EggNOG addresses the challenge of accurately annotating protein sequences and understanding their functions across diverse species. By providing a reliable and comprehensive resource for orthologous group analysis, it enables researchers to make informed predictions about gene functions, study evolutionary patterns, and advance knowledge in fields such as genomics, proteomics, and molecular biology. This accelerates scientific discoveries and enhances the accuracy of bioinformatics analyses.

Who Is the Company Behind EggNOG?

EIPGRID

Who Is the Company Behind EIPGRID?

  • Seller: EIPGRID
  • Year Founded: 2022
  • HQ Location: Seoul, KR
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

ELECTE

ELECTE is an AI-powered financial analytics and forecasting platform built for SMEs, and growing companies. It helps teams automate financial analysis, monitor cash flow, build forecasts, and create reports without relying on large finance teams or external consultants. The platform connects with more than 70 business tools and data sources, including QuickBooks, Xero, SAP, and Google Sheets. Instead of manually collecting and organizing data across systems, companies can centralize their financial information and get real-time insights in one place. ELECTE is designed to simplify everyday financial operations. Teams can track performance, monitor key metrics, and generate forecasts faster, with less manual work involved. Visual dashboards and automated reporting make it easier to understand financial data and share updates across departments, leadership teams, or investors. The platform also includes an autonomous AI agent that supports recurring operational tasks. This agent can automate reporting, monitor competitors and market activity, identify changes in business performance, and help optimize workflows. This allows teams to spend less time on repetitive processes and more time on analysis, planning, and decision-making. ELECTE is used by companies that need better financial visibility while continuing to scale. The platform supports budgeting, financial planning, fundraising preparation, scenario modeling, and ongoing operational analysis through automated and real-time reporting. Businesses can identify trends earlier, react faster to changes, and improve internal reporting processes without adding unnecessary operational complexity. By combining financial analytics, forecasting, automation, and AI-driven workflows in a single platform, ELECTE helps businesses work with their data more efficiently and make faster, more informed decisions. The platform is built for teams that want practical financial tools that are easy to use, flexible to integrate, and designed to support long-term business growth.

Who Is the Company Behind ELECTE?

  • Seller: Electe
  • Year Founded: 2023
  • HQ Location: Milan, IT
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026