Best Data Science and Machine Learning Platforms - Page 20

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)

Artra AI

Who Is the Company Behind Artra AI?

  • Seller: BYU
  • HQ Location: Draper, US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Arundo Analytics

Arundo Analytics specializes in delivering AI-driven solutions tailored for asset-heavy industries, enabling organizations to optimize performance, reduce costs, and foster innovation. By integrating advanced analytics with deep domain expertise, Arundo empowers companies to transition from reactive to proactive decision-making, significantly enhancing operational efficiency and sustainability. Key Features and Functionality: - AI Companion: A 24/7 assistant designed for industrial operations, providing instant, data-driven insights to boost productivity and efficiency. - Marathon Suite: Continuously monitors critical equipment, offering prescriptive actions to prevent downtime, extend equipment lifespan, and lower energy consumption. - Edge Data Ingestion: Utilizes Arundo Edge Agent to intelligently capture, stream, and analyze data from remote industrial sites, even with limited connectivity. - Rapid Model Deployment: Through Arundo Composer, machine learning models can be published and connected to live data in minutes, facilitating swift integration into operations. - Large-scale Model Management: Arundo Fabric enables the management of numerous machine learning models, overseeing aspects like status, versioning, permissions, and performance. Primary Value and Solutions Provided: Arundo Analytics addresses the challenge of underutilized operational data in heavy industries by offering scalable AI solutions that transform raw data into actionable insights. This empowers organizations to enhance asset reliability, optimize processes, and achieve substantial efficiency gains. By leveraging Arundo's technology, companies can reduce unplanned downtime, lower maintenance costs, improve energy efficiency, and extend equipment lifespans, ultimately driving significant business value and competitive advantage.

Who Is the Company Behind Arundo Analytics?

Ascertain

Who Is the Company Behind Ascertain?

Askexcel

AskExcel is an AI-powered data analysis tool designed to simplify the process of analyzing CSV and Excel files. By allowing users to upload their datasets, AskExcel performs comprehensive analyses, delivering actionable insights without the need for advanced technical skills. This service is particularly beneficial for individuals and businesses seeking efficient data interpretation to inform decision-making processes. Key Features and Functionality: - Data Upload: Users can securely upload CSV and Excel files for analysis. - Automated Analysis: The platform utilizes AI algorithms to perform thorough data examinations. - Insightful Reporting: Generates clear, concise reports highlighting key findings from the data. - User Support: Provides assistance through email communication for any inquiries or issues. Primary Value and Problem Solved: AskExcel addresses the challenge of complex data analysis by offering an accessible, AI-driven solution. It empowers users without extensive technical expertise to extract meaningful insights from their datasets, thereby enhancing data-driven decision-making and operational efficiency.

Who Is the Company Behind Askexcel?

Ask On Data

Ask On Data is an innovative, open-source data engineering tool that leverages Generative AI and Natural Language Processing (NLP) to simplify the creation and management of data pipelines. Designed to eliminate the complexities of traditional data processing, it enables users—from non-technical individuals to seasoned data professionals—to interact with data through a conversational, chat-based interface. This approach removes the need for coding skills, allowing users to perform data transformations, integrations, and migrations efficiently. For those seeking more control, the platform also supports SQL, YAML, and Python inputs. Key Features and Functionality: - Chat-Based Interface: Engage with your data as if having a conversation, making data engineering tasks intuitive and accessible. - Zero Learning Curve: No technical expertise required; users can create and manage data pipelines using plain English commands. - Data Pipeline Mastery: Seamlessly create, manage, and optimize data pipelines without writing code, accelerating development and reducing costs. - Managed Cloud Service: Offered as a managed service, eliminating concerns about infrastructure and maintenance, with deployment options on your preferred cloud platform. - Action History and Undo Functionality: Access a comprehensive history of all actions performed, with options to undo changes, ensuring control over data workflows. - Data Preview: Real-time data previews with each transformation instruction, allowing validation before committing changes. - Job Scheduling: Create end-to-end data pipelines and schedule jobs to run at specified frequencies, with options for full load, incremental load, and more. - Cost-Effective: Achieve over 80% cost savings compared to other data engineering tools, with rapid pipeline creation. - Code Control: For advanced users, options to write SQL, Python, and edit YAML files are available, catering to complex scenarios. - Diverse Data Source Support: Connect to various data sources, including flat files, APIs, databases, data lakes, data warehouses, and log files. Primary Value and User Solutions: Ask On Data democratizes data engineering by providing a user-friendly, chat-based interface powered by AI, enabling users without technical backgrounds to create and manage data pipelines effortlessly. It addresses common challenges such as high licensing costs, steep learning curves, and dependency on specialized data engineers. By simplifying data integration, transformation, and migration processes, Ask On Data accelerates development, reduces costs, and empowers organizations to harness the full potential of their data without technical hurdles.

Who Is the Company Behind Ask On Data?

AspectBase

AspectBase is a comprehensive data management platform designed to streamline the organization, analysis, and visualization of complex datasets. It offers a user-friendly interface that enables both technical and non-technical users to efficiently manage their data workflows. By integrating advanced analytics and customizable reporting tools, AspectBase empowers organizations to make informed decisions based on real-time insights. Key Features and Functionality: - Data Integration: Seamlessly connect and consolidate data from multiple sources, ensuring a unified view of information. - Advanced Analytics: Utilize built-in analytical tools to perform complex data analyses without the need for external software. - Customizable Dashboards: Create personalized dashboards that display key metrics and insights tailored to specific business needs. - Collaboration Tools: Facilitate team collaboration with shared workspaces and real-time data sharing capabilities. - Security and Compliance: Ensure data security with robust encryption protocols and compliance with industry standards. Primary Value and User Solutions: AspectBase addresses the challenges of managing large and diverse datasets by providing a centralized platform that simplifies data processes. It eliminates the need for multiple disparate tools, reducing operational complexity and costs. Users benefit from enhanced data accuracy, improved collaboration, and the ability to derive actionable insights swiftly, leading to better strategic decisions and increased organizational efficiency.

Who Is the Company Behind AspectBase?

Asper.ai

Who Is the Company Behind Asper.ai?

  • Seller: Asper.ai
  • Year Founded: 2022
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    145 employees on LinkedIn®

Asteri AI

Asteri AI is an advanced artificial intelligence platform designed to revolutionize the way businesses analyze and interpret complex data. By leveraging cutting-edge machine learning algorithms, Asteri AI enables organizations to uncover actionable insights, streamline operations, and drive informed decision-making processes. Its intuitive interface and robust analytical capabilities make it an indispensable tool for data-driven enterprises seeking to maintain a competitive edge in today's fast-paced market. Key Features and Functionality: - Advanced Data Analytics: Asteri AI processes vast amounts of structured and unstructured data, identifying patterns and trends that might be overlooked by traditional analysis methods. - Machine Learning Models: The platform offers customizable machine learning models that adapt to specific business needs, enhancing predictive accuracy and operational efficiency. - User-Friendly Interface: Designed with usability in mind, Asteri AI provides an intuitive dashboard that allows users to easily navigate and interpret complex datasets. - Real-Time Insights: The system delivers real-time analytics, enabling businesses to make timely decisions based on the most current data available. - Scalability: Asteri AI is built to scale with your business, accommodating growing data needs without compromising performance. Primary Value and Solutions Provided: Asteri AI addresses the challenge of data overload by transforming raw information into meaningful insights. It empowers businesses to make data-driven decisions, optimize processes, and identify new opportunities for growth. By automating complex analytical tasks, Asteri AI reduces the time and resources required for data analysis, allowing organizations to focus on strategic initiatives and innovation.

Who Is the Company Behind Asteri AI?

Atla

Atla is an advanced AI-powered platform designed to streamline and enhance data analysis processes for businesses and researchers. By leveraging cutting-edge machine learning algorithms, Atla enables users to extract meaningful insights from complex datasets, facilitating informed decision-making and strategic planning. The platform's intuitive interface and robust analytical tools make it accessible to both technical and non-technical users, ensuring a seamless experience in data exploration and interpretation. Key Features and Functionality: - Automated Data Processing: Atla automates the ingestion, cleaning, and transformation of raw data, reducing manual effort and minimizing errors. - Advanced Analytics: The platform offers a suite of analytical tools, including predictive modeling, trend analysis, and anomaly detection, to uncover hidden patterns and correlations. - Customizable Dashboards: Users can create personalized dashboards to visualize data in real-time, enabling quick assessment and reporting. - Collaboration Tools: Atla supports team collaboration by allowing multiple users to work simultaneously on projects, share insights, and maintain version control. - Scalability: Designed to handle large volumes of data, Atla scales efficiently to meet the needs of growing organizations. Primary Value and Solutions Provided: Atla addresses the challenges of managing and interpreting vast amounts of data by providing a comprehensive, user-friendly platform that simplifies complex analytical tasks. It empowers organizations to make data-driven decisions with confidence, enhances operational efficiency, and fosters innovation by uncovering actionable insights. By reducing the time and expertise required for data analysis, Atla democratizes access to advanced analytics, enabling businesses of all sizes to harness the power of their data effectively.

Who Is the Company Behind Atla?

  • Seller: Atla
  • Year Founded: 2018
  • HQ Location: Aarhus, DK
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026