Best Data Science and Machine Learning Platforms - Page 74

How Many Data Science and Machine Learning Platforms Products Does G2 Track?

Total Products under this Category: 1,693

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
  • 1,693+ 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)

One Codex

One Codex is a comprehensive platform designed for microbiome sequencing and analysis, offering researchers and clinicians rapid, accurate insights into complex metagenomic samples. By integrating an extensive microbial reference database with advanced analytical tools, One Codex streamlines the process from sample collection to actionable results, facilitating a deeper understanding of microbial communities. Key Features and Functionality: - Extensive Microbial Reference Database: Access the world's largest curated collection of microbial genomes, enhancing the accuracy of taxonomic and functional analyses. - Intuitive Web-Based Interface: Navigate through data effortlessly with a user-friendly platform suitable for both bench scientists and computational biologists. - Rapid Turnaround Times: Benefit from automated sequencing and analysis pipelines that deliver results in as little as two weeks for sequencing and minutes for analyses. - Comprehensive Analysis Tools: Utilize advanced algorithms for shotgun and amplicon analyses, sample management, and collaborative features to facilitate efficient research workflows. - Secure and Compliant Environment: Ensure data security and compliance with regulatory standards, including GxP and HIPAA, reducing the compliance burden for users. Primary Value and User Solutions: One Codex addresses the challenges of microbiome research by providing a seamless, end-to-end solution for sequencing and data analysis. Its platform accelerates research timelines, ensures reproducibility, and offers a secure environment for data management. By simplifying complex bioinformatics processes, One Codex empowers users to focus on scientific discovery and clinical applications, ultimately advancing the understanding of microbial ecosystems and their impact on health and disease.

Who Is the Company Behind One Codex?

  • Seller: One Codex
  • Year Founded: 2014
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    892 employees on LinkedIn®

Oneconnectsolutions

One Connect Solutions is a comprehensive data integration and analytics platform designed to empower organizations to effectively manage, analyze, and derive actionable insights from their data. By offering advanced tools for data transformation, automated machine learning, and semantic analytics, the platform enables users to make informed decisions and drive meaningful outcomes. With a focus on democratizing access to sophisticated analytics, One Connect Solutions caters to businesses of all sizes, facilitating data-driven strategies that enhance growth and efficiency. Key Features and Functionality: - Data Transformation: Utilize advanced tools to process and transform data, extracting meaningful insights for better decision-making. - Auto Machine Learning: Leverage automated machine learning algorithms to detect patterns and make predictions without the need for complex coding. - Semantic Analytics: Apply semantic analysis to understand the context and meaning within data, leading to deeper insights. - Spreev AI Agent: Interact with databases through intelligent conversations, allowing for natural language queries and instant insights without writing SQL. - No-Code/Low-Code Platform: Empower teams with advanced machine learning capabilities without the complexity of traditional coding, enabling seamless data integration and transformation. Primary Value and Solutions Provided: One Connect Solutions addresses the challenge of managing and analyzing vast amounts of data by providing a unified platform that simplifies data integration, transformation, and analysis. By offering no-code/low-code tools and AI-powered features, it enables organizations to: - Make data-driven decisions that drive growth and efficiency. - Enhance customer engagement through personalized insights. - Improve operational performance by automating processes and applying predictive analytics. - Democratize access to advanced analytics, allowing teams without extensive technical expertise to harness the power of data. In essence, One Connect Solutions transforms how organizations understand and leverage their data, enabling them to make smarter decisions and achieve meaningful outcomes.

Who Is the Company Behind Oneconnectsolutions?

Onnix

Onnix is an AI-powered co-pilot tailored for banking professionals, designed to enhance productivity by automating core workflows. By integrating advanced AI and data science tools into a user-friendly, no-code platform, Onnix enables banking teams to generate accurate answers and deliverables swiftly. The platform streamlines tasks such as creating personalized slide decks, conducting data analyses, and querying data sources, allowing users to focus more on strategic insights and decision-making. Key Features and Functionality: - Personalized Slide Decks: Onnix learns from previous presentations to assemble slide decks tailored to managing director preferences, significantly reducing the time required for deck creation and iteration. - Excel Analysis: Users can perform data analyses and generate outputs through simple prompts. Onnix integrates seamlessly with data providers like FactSet and CapIQ, enabling teams to derive deep insights without the need for coding expertise. - Data Source Querying: The platform allows users to query information from integrated data sources instantly, providing answers with traceable references. This feature is particularly beneficial during live client interactions or when specific data points are required promptly. Primary Value and User Solutions: Onnix addresses common bottlenecks in banking workflows by automating repetitive tasks and facilitating rapid iterations. For senior teams, it offers the ability to quickly generate and adjust presentations and analyses, enhancing responsiveness to client needs. Junior teams benefit from the platform's capacity to handle complex data analyses and bespoke client requests efficiently. Overall, Onnix empowers banking professionals to focus on delivering strategic insights and high-quality client service, thereby driving productivity and operational excellence.

Who Is the Company Behind Onnix?

  • Seller: Bolto
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

On Target AI

On Target AI is an advanced artificial intelligence platform designed to enhance business decision-making and operational efficiency. By leveraging cutting-edge machine learning algorithms, it provides actionable insights that help organizations optimize their strategies and achieve their objectives more effectively. Key features and functionality of On Target AI include: - Predictive Analytics: Utilizes historical data to forecast future trends, enabling proactive decision-making. - Data Integration: Seamlessly combines data from various sources, offering a unified view for comprehensive analysis. - Customizable Dashboards: Provides intuitive dashboards that can be tailored to display key performance indicators relevant to specific business needs. - Automated Reporting: Generates detailed reports automatically, saving time and reducing the potential for human error. - Scalability: Adapts to businesses of all sizes, ensuring consistent performance as data volumes grow. The primary value of On Target AI lies in its ability to transform raw data into meaningful insights, empowering businesses to make informed decisions swiftly. By automating complex analytical processes, it reduces the burden on human resources and minimizes the risk of errors. This leads to improved operational efficiency, cost savings, and a competitive edge in the market.

Who Is the Company Behind On Target AI?

OpenDoc AI

OpenDoc AI is an innovative platform designed to democratize data science by enabling users, regardless of technical expertise, to automate data workflows, generate insights, and build custom AI models. By allowing users to interact with data through natural language queries, OpenDoc AI simplifies complex data analysis tasks, making them accessible to everyone. Key Features and Functionality: - Natural Language Interface: Users can ask analytical questions in plain English, eliminating the need for coding or technical knowledge. - Generative AI Workflows: Automate data tasks by providing simple prompts, allowing for the creation and execution of complex workflows without coding. - Custom Analytics Queries: Generate data insights through conversational interactions, empowering users to extract valuable information effortlessly. - Integration with Multiple Databases: Seamlessly connect to various databases, including PostgreSQL, MySQL, Snowflake, Amazon Redshift, and BigQuery. - Support for Various Data Formats: Handle multiple file types such as CSV, IMG, PDF, XLSX, and HTML, ensuring flexibility in data processing. - AI-Powered Data Analysis and Visualization: Employ advanced AI and machine learning algorithms to extract valuable insights and create visual representations of data. - Predictive Analytics Capabilities: Utilize AI to forecast trends and outcomes, aiding in proactive decision-making. - Custom Reporting Features: Generate tailored reports to meet specific business needs and objectives. - Automated Data Processing and Analysis: Streamline repetitive tasks, reducing manual effort and increasing efficiency. - Pattern and Anomaly Detection: Identify trends and outliers within datasets to uncover hidden insights. - Easy Integration with Existing Business Applications: Ensure seamless incorporation into current workflows and systems. - SOC2 Compliance in Progress: Commitment to enhanced data security and compliance standards. Primary Value and User Solutions: OpenDoc AI addresses the challenge of making data science accessible to non-technical users by providing an intuitive platform that simplifies data analysis and workflow automation. By enabling natural language interactions and automating complex tasks, it empowers businesses to make informed decisions quickly and efficiently. The platform's integration capabilities and support for various data formats ensure that it fits seamlessly into existing workflows, enhancing productivity and collaboration across teams.

Who Is the Company Behind OpenDoc AI?

Openmodeldb

Openmodeldb is an open-source platform designed to facilitate the sharing, discovery, and reuse of machine learning models. It provides a centralized repository where data scientists and developers can upload, manage, and access a diverse range of pre-trained models across various domains. By promoting collaboration and knowledge sharing, Openmodeldb aims to accelerate the development and deployment of machine learning solutions. Key Features and Functionality: - Model Repository: A comprehensive collection of machine learning models, enabling users to browse, search, and download models suited to their specific needs. - Version Control: Tracks different versions of models, allowing users to access previous iterations and monitor changes over time. - Metadata Management: Stores detailed information about each model, including architecture, training data, performance metrics, and usage guidelines. - Community Collaboration: Encourages contributions from the global machine learning community, fostering an environment of shared knowledge and continuous improvement. - Integration Support: Provides APIs and tools for seamless integration with various machine learning frameworks and deployment platforms. Primary Value and User Solutions: Openmodeldb addresses the challenge of model reproducibility and accessibility in the machine learning community. By offering a centralized platform for model sharing, it reduces redundant efforts, accelerates innovation, and promotes best practices. Users benefit from easy access to a wide array of models, facilitating rapid prototyping and deployment of machine learning applications. Additionally, the platform's emphasis on collaboration and transparency enhances the overall quality and reliability of shared models.

Who Is the Company Behind Openmodeldb?

Operion

Operion is an advanced artificial intelligence platform designed to streamline business operations by automating complex processes and enhancing decision-making capabilities. By integrating cutting-edge machine learning algorithms, Operion enables organizations to analyze vast datasets, uncover actionable insights, and optimize workflows, leading to increased efficiency and productivity. Key Features and Functionality: - Data Analysis and Visualization: Operion processes large volumes of data, providing clear visual representations to facilitate informed decision-making. - Process Automation: The platform automates routine tasks, reducing manual effort and minimizing errors. - Predictive Analytics: Operion employs predictive models to forecast trends and outcomes, aiding in strategic planning. - Customizable Workflows: Users can tailor workflows to meet specific business needs, ensuring flexibility and adaptability. - Integration Capabilities: Operion seamlessly integrates with existing systems and software, ensuring a smooth implementation process. Primary Value and Solutions Provided: Operion addresses the challenge of managing and interpreting large datasets by offering tools that simplify data analysis and automate repetitive tasks. This leads to more efficient operations, reduced operational costs, and enhanced decision-making processes. By leveraging Operion, businesses can focus on strategic initiatives, confident that their data-driven insights are accurate and actionable.

Who Is the Company Behind Operion?

  • Seller: Operion
  • HQ Location: New York, US
  • LinkedIn® Page: linkedin.com
    7 employees on LinkedIn®

Opptly Skills Intelligence

Opptly's Skills Intelligence is an AI-powered platform designed to revolutionize workforce evaluation and planning. By analyzing job roles and aligning required skills with industry demands, it optimizes job taxonomies and generates market-relevant job descriptions. This advanced solution provides critical workforce insights, enabling organizations to identify and bridge skills gaps, make data-driven hiring decisions, and enhance talent mobility and retention. By leveraging Opptly’s proprietary AI model, Skills Intelligence helps businesses future-proof their workforce in a dynamic job market while optimizing costs. Key Features and Functionality: - Job Analyzer: Instantly assesses job descriptions to identify essential skills for success, mapping them to standard industry titles for precise candidate targeting. - Job Description Generator: Enhances job postings by crafting optimized descriptions based on successful role analyses and current market trends, ensuring the right title and skill mix to attract top-tier talent. - Job Taxonomy Analyzer: Evaluates entire job catalogs to identify necessary skills for each role, standardizing titles to match industry norms, and providing clear visibility into roles and responsibilities. - Workforce Skills Inventory: Analyzes workforce data to offer a comprehensive understanding of existing team skills, facilitating informed decisions on hiring, promotions, and workforce development. Primary Value and Solutions Provided: Skills Intelligence addresses the critical need for skills-based hiring by shifting the focus from traditional roles to specific capabilities. This approach leads to more precise job matching, diverse talent pipelines, and improved workforce agility. By providing transparent, AI-driven insights, organizations can make strategic hiring decisions, optimize talent utilization, and maintain competitiveness in a rapidly evolving market. The platform empowers businesses to build agile, skills-driven teams that drive success, ensuring they can adapt and thrive amidst changing industry demands.

Who Is the Company Behind Opptly Skills Intelligence?

  • Seller: Opptly
  • Year Founded: 2016
  • HQ Location: Houston, US
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026