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: 1,719

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
  • 1,719+ 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, Hex, and MATLAB.

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=hex-tech-hex&focus%5B%5D=matlab)

Aria

Aria is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By integrating seamlessly with existing systems, Aria empowers organizations to streamline workflows, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analysis: Processes and analyzes large datasets to uncover valuable insights and trends. - Natural Language Processing: Understands and interprets human language, enabling more effective communication and interaction. - Machine Learning: Continuously learns from data to improve performance and adapt to changing business needs. - Integration Capabilities: Easily integrates with existing software and systems, ensuring a smooth implementation process. Primary Value and Solutions: Aria addresses the challenge of managing complex business processes by providing a scalable AI solution that enhances productivity and fosters innovation. By automating routine tasks and offering actionable insights, Aria enables businesses to focus on strategic initiatives, ultimately leading to increased competitiveness and growth.

Who Is the Company Behind Aria?

Arrayassistant

ArrayAssistant is an innovative AI-powered platform designed to streamline and enhance data analysis processes for professionals across various industries. By leveraging advanced machine learning algorithms, ArrayAssistant simplifies complex data sets, enabling users to derive meaningful insights efficiently. Key Features and Functionality: - Automated Data Processing: ArrayAssistant automates the cleaning, organizing, and structuring of raw data, reducing manual effort and minimizing errors. - Advanced Analytics Tools: The platform offers a suite of analytical tools that support statistical analysis, predictive modeling, and data visualization, catering to both novice and experienced data analysts. - User-Friendly Interface: Designed with simplicity in mind, ArrayAssistant provides an intuitive interface that allows users to navigate and utilize its features without extensive training. - Integration Capabilities: It seamlessly integrates with popular data sources and software, ensuring a smooth workflow within existing systems. Primary Value and Problem Solved: ArrayAssistant addresses the common challenges associated with data analysis, such as time-consuming data preparation, complex analytical processes, and the need for specialized knowledge. By automating and simplifying these tasks, it empowers users to focus on interpreting results and making informed decisions, thereby enhancing productivity and accuracy in data-driven environments.

Who Is the Company Behind Arrayassistant?

Arteria AI

Arteria AI is a enterprise AI platform designed specifically for the financial services sector, focusing on transforming client document processes at scale. By adopting a data-first approach, Arteria AI structures data from the outset of the documentation lifecycle, enabling faster decision-making and enhanced operational efficiency. Trusted by top-tier global financial institutions, the platform integrates seamlessly into complex workflows, delivering enterprise-grade efficiency and compliance. Key Features and Functionality: - Financial Services Focus: Tailored exclusively for global financial institutions, ensuring robustness in highly complex workflows. - Accelerated Processes: Modernizes core institutional workflows with a contemporary tech stack, resulting in faster operations. - Scalability: Offers a unified tech stack for all document types, configurable without coding to accommodate diverse use cases. - Compliance-Centric Design: Built with compliance as a core principle, holding SOC II Type 2 and ISO 27001 certifications to meet stringent security standards. Primary Value and User Solutions: Arteria AI addresses the challenges of manual and inefficient documentation processes in financial services by converting unstructured data into structured formats. This transformation facilitates automation and intelligence in core business operations, leading to reduced risk, cost savings, and improved client experiences. By streamlining the documentation lifecycle, Arteria AI empowers financial institutions to operate smarter and faster, unlocking new levels of operational excellence.

Who Is the Company Behind Arteria AI?

ARTI Analytics

ARTI Analytics is a comprehensive data analysis platform designed to empower businesses with actionable insights through advanced analytics and machine learning. By integrating seamlessly with existing data sources, it enables organizations to make informed decisions, optimize operations, and drive growth. Key Features and Functionality: - Data Integration: Connects with various data sources, including databases, cloud services, and APIs, ensuring a unified data environment. - Advanced Analytics: Utilizes machine learning algorithms to uncover patterns, trends, and correlations within datasets. - Customizable Dashboards: Offers interactive dashboards that can be tailored to specific business needs, providing real-time visualization of key metrics. - Predictive Modeling: Enables forecasting and scenario analysis to anticipate future trends and outcomes. - Automated Reporting: Generates comprehensive reports automatically, reducing manual effort and ensuring timely information dissemination. Primary Value and Solutions Provided: ARTI Analytics addresses the challenge of data-driven decision-making by providing a robust platform that transforms raw data into meaningful insights. It helps businesses identify opportunities, mitigate risks, and enhance operational efficiency. By leveraging its advanced analytics capabilities, organizations can stay competitive in a rapidly evolving market landscape.

Who Is the Company Behind ARTI Analytics?

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