Best Data Science and Machine Learning Platforms - Page 28

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)

Chartgen AI

ChartGen AI is a user-friendly platform designed to simplify the creation of visually appealing charts and graphs from various data formats, including CSV, Excel, JSON, and Google Sheets. By integrating Python transformations and AI-powered data analytics, it caters to diverse needs such as data visualization, reporting, statistical analysis, business intelligence, and data storytelling. The intuitive three-step process—uploading the dataset, describing the desired chart, and generating the visualization—ensures accessibility for users with minimal technical expertise. Key Features: - User-Friendly Interface: Simplifies navigation and chart creation for users of all skill levels. - Natural Language Processing: Translates user descriptions into accurate visual representations. - Rapid Chart Generation: Produces charts swiftly, enhancing efficiency in data analysis. - Support for Multiple File Formats: Accommodates various data inputs, including CSV, Excel, JSON, and Google Sheets. - Data Security: Emphasizes the importance of reviewing privacy policies and security measures to ensure data protection. Primary Value: ChartGen AI addresses the challenge of transforming complex datasets into clear, insightful visualizations without requiring advanced technical skills. By automating the chart creation process and supporting multiple data formats, it empowers users to effectively communicate data-driven insights, thereby enhancing decision-making and storytelling capabilities.

Who Is the Company Behind Chartgen AI?

Chartlens IQ

Chartlens IQ is an advanced data visualization and analytics platform designed to transform complex datasets into clear, actionable insights. By leveraging cutting-edge artificial intelligence and machine learning technologies, it enables users to create interactive charts and dashboards that facilitate data-driven decision-making across various industries. Key Features and Functionality: - Intuitive Data Visualization: Offers a wide range of customizable chart types and interactive dashboards to represent data effectively. - AI-Powered Insights: Utilizes machine learning algorithms to identify patterns, trends, and anomalies within datasets. - Real-Time Data Processing: Supports real-time data integration, allowing users to monitor and analyze data as it becomes available. - Collaborative Tools: Provides features for team collaboration, including shared dashboards and annotation capabilities. - Seamless Integration: Compatible with various data sources and platforms, ensuring smooth data import and export processes. - User-Friendly Interface: Designed with a focus on usability, making it accessible to both technical and non-technical users. Primary Value and User Solutions: Chartlens IQ addresses the challenge of interpreting large and complex datasets by simplifying data analysis and visualization. It empowers organizations to make informed decisions quickly by providing clear, real-time insights. The platform's AI-driven approach enhances the accuracy of data interpretation, reducing the risk of human error. Additionally, its collaborative features foster teamwork and knowledge sharing, leading to more cohesive and strategic decision-making processes.

Who Is the Company Behind Chartlens IQ?

Chasi

Who Is the Company Behind Chasi?

  • Seller: Chasi
  • Year Founded: 2025
  • HQ Location: Brooklyn, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

CheckFa.st

CheckFa.st is an innovative tool designed to help entrepreneurs and businesses quickly validate their product ideas by assessing market demand and financial viability. By leveraging real-time Google search data, CheckFa.st provides comprehensive analyses, enabling users to make informed decisions in minutes rather than weeks. This streamlined approach saves time and resources, allowing founders to focus on developing products that meet actual market needs. Key Features and Functionality: - Market Analysis: Calculates Total Addressable Market (TAM), total monthly search volume, average cost per click (CPC), and competition scores to gauge market demand. - Marketing Analysis: Provides insights into Customer Lifetime Value (LTV), Customer Acquisition Cost (CAC), LTV to CAC ratio, cost per acquisition (CPA), total sales estimates, and return on ad spend (ROAS). - Profit & Loss Statement: Generates editable profit and loss statements with dynamic formulas, including metrics such as gross revenue, net revenue, contribution margins (CM1 and CM2), and overall profit. - Google Keywords Analysis: Delivers ranked and filtered keyword data, including monthly search volumes, CPC, relevance rankings, and competition scores, to help understand customer search behavior. Primary Value and User Solutions: CheckFa.st addresses the common challenges faced by entrepreneurs, such as uncertainty about market demand, lack of data-driven validation, and time-consuming market research. By providing rapid, data-backed insights, it empowers users to: - Validate market demand and financial viability efficiently. - Understand customer needs through analysis of search behavior. - Make informed decisions with comprehensive financial projections. - Save time and resources by streamlining the product validation process. In essence, CheckFa.st equips founders with the necessary tools to build products that align with market demands, increasing the likelihood of success.

Who Is the Company Behind CheckFa.st?

Chipmind

Who Is the Company Behind Chipmind?

  • Seller: Chipmind
  • Year Founded: 2025
  • HQ Location: Stadtkreis 5 Industriequartier, CH
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Chisquares

Chisquares is an integrated research platform designed to streamline the entire research process, from study design and data collection to analysis and manuscript preparation. By consolidating multiple research tools into a single, user-friendly interface, Chisquares enhances efficiency and accuracy for researchers across various disciplines. Key Features and Functionality: - Sample Size Calculation: Automates the determination of optimal sample sizes, ensuring statistical validity and reducing setup time by 70% with predefined parameters. - Advanced Sampling Methods: Supports techniques such as random, stratified, and systematic sampling, allowing for the collection of representative data tailored to specific study requirements. - AI Toolkit: Offers AI-powered tools to automate survey creation, perform instant analyses, and generate insights, thereby optimizing research workflows. - Flexible Study Designs: Accommodates various study types, from one-time surveys to longitudinal studies, with features for scheduling, participant management, and complex data relationships. - Data Analysis and Visualization: Provides tools for descriptive statistics, multivariable analysis, and data visualization, facilitating comprehensive data interpretation. - Collaboration Tools: Enables team collaboration through shared access to projects, data, and analyses, promoting efficient teamwork. Primary Value and User Solutions: Chisquares addresses the fragmentation and manual labor traditionally associated with the research process by offering a unified platform that integrates all essential research tools. This consolidation reduces the time and effort required to design studies, collect data, perform analyses, and prepare manuscripts. By automating routine tasks and providing AI-driven insights, Chisquares empowers researchers to focus on the critical aspects of their work, leading to faster, more accurate, and impactful research outcomes.

Who Is the Company Behind Chisquares?

  • Seller: Chisquares
  • Year Founded: 2022
  • HQ Location: Sandy Springs, US
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Choony

Choony is a comprehensive platform designed to streamline and enhance the management of digital assets and workflows for businesses. It offers a suite of tools that facilitate efficient collaboration, organization, and distribution of digital content, catering to the needs of teams across various industries. Key Features and Functionality: - Digital Asset Management: Centralized storage and organization of digital files, enabling easy access and retrieval. - Collaborative Tools: Features that support team collaboration, including shared workspaces and real-time editing capabilities. - Workflow Automation: Automated processes to streamline repetitive tasks, improving efficiency and reducing manual errors. - Access Control: Granular permission settings to ensure appropriate access levels for different team members. - Integration Capabilities: Seamless integration with other software and platforms to enhance functionality and connectivity. Primary Value and Solutions Provided: Choony addresses the challenges businesses face in managing and distributing digital assets by providing a centralized platform that enhances collaboration, improves workflow efficiency, and ensures secure access to content. By automating routine tasks and offering robust organizational tools, Choony helps teams focus on creative and strategic initiatives, ultimately driving productivity and innovation.

Who Is the Company Behind Choony?

Chryso.ai

Chryso.ai is an advanced AI-powered platform designed to revolutionize the way businesses analyze and interpret complex data. By leveraging cutting-edge machine learning algorithms, Chryso.ai enables organizations to uncover actionable insights, streamline decision-making processes, and drive innovation. Its intuitive interface and robust analytical tools make it accessible to both technical and non-technical users, ensuring that data-driven strategies are within reach for all. Key Features and Functionality: - Automated Data Analysis: Chryso.ai automates the process of data analysis, reducing the time and effort required to extract meaningful insights from large datasets. - Predictive Analytics: The platform offers predictive modeling capabilities, allowing users to forecast trends and make informed decisions based on data-driven predictions. - Customizable Dashboards: Users can create personalized dashboards to visualize data in a way that best suits their needs, enhancing the clarity and impact of the information presented. - Seamless Integration: Chryso.ai integrates effortlessly with existing data sources and business intelligence tools, ensuring a smooth workflow and minimal disruption to current operations. - Scalability: Designed to handle data of varying sizes, Chryso.ai scales with your business, accommodating growth and increasing data complexity without compromising performance. Primary Value and Solutions Provided: Chryso.ai addresses the common challenge of data overload by simplifying the analysis process and providing clear, actionable insights. It empowers businesses to make data-driven decisions with confidence, leading to improved operational efficiency, enhanced customer experiences, and a competitive edge in the market. By automating complex analytical tasks, Chryso.ai frees up valuable time for teams to focus on strategic initiatives and innovation.

Who Is the Company Behind Chryso.ai?

CleanRoll AI

CleanRoll AI is an advanced software solution designed to streamline and enhance the process of data cleansing and preparation for businesses dealing with large datasets. By leveraging artificial intelligence, CleanRoll AI automates the identification and correction of data inconsistencies, duplicates, and errors, ensuring that organizations maintain high-quality, reliable data for their operations and decision-making processes. Key Features and Functionality: - Automated Data Cleaning: Utilizes AI algorithms to detect and rectify errors, inconsistencies, and duplicates within datasets, reducing manual effort and increasing accuracy. - Data Standardization: Ensures uniformity across data entries by standardizing formats, units, and terminologies, facilitating seamless integration and analysis. - Real-Time Processing: Offers real-time data processing capabilities, allowing businesses to maintain up-to-date and accurate information without delays. - Customizable Rules and Policies: Provides the flexibility to define and implement custom data cleansing rules and policies tailored to specific business needs and industry standards. - Comprehensive Reporting: Generates detailed reports on data quality metrics, cleansing activities, and outcomes, enabling organizations to monitor improvements and compliance. Primary Value and Solutions Provided: CleanRoll AI addresses the critical challenge of maintaining high-quality data in an era where businesses rely heavily on data-driven insights. By automating the data cleansing process, it significantly reduces the time and resources required for manual data preparation, minimizes errors, and enhances the reliability of data analytics. This leads to more informed decision-making, improved operational efficiency, and a competitive edge in the market.

Who Is the Company Behind CleanRoll AI?

Clear.ai

Who Is the Company Behind Clear.ai?

  • Seller: Clear.ai
  • Year Founded: 2018
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026