Best Data Science and Machine Learning Platforms - Page 27

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

Total Products under this Category: 1,647

Category Stats (Oct 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Palantir Foundry (+1.15%) - Among all products in this category, Palantir Foundry recorded the largest rating increase compared to last month

Last updated: October 13, 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
  • 14,600+ Authentic Reviews
  • 1,647+ 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 Dataiku.

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=dataiku)

Carbon AI

Who Is the Company Behind Carbon AI?

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CardiaTec

CardiaTec is a pioneering TechBio company dedicated to transforming cardiovascular disease treatment through advanced computational modeling and multi-omics data analysis. By integrating genomics, epigenomics, transcriptomics, and proteomics from human cardiac tissues, CardiaTec aims to uncover novel therapeutic targets and develop first-in-class cardiovascular therapies. The company has established a proprietary multi-omics dataset, sourced from a network of 65 hospitals across the UK and US, to support its innovative research initiatives. Key Features and Functionality: - Comprehensive Multi-Omics Data Integration: CardiaTec combines various biological data layers to provide a holistic understanding of cardiovascular disease mechanisms. - Advanced Computational Modeling: Utilizing state-of-the-art AI algorithms, the company analyzes complex datasets to identify and prioritize dysregulated drug targets and disease-related pathways. - Proprietary Data Strategy: With access to human cardiac tissues and corresponding clinical annotations, CardiaTec has built the largest human cardiac tissue multi-omics database, enhancing the discovery of truly novel therapeutics. Primary Value and Problem Solved: Cardiovascular disease remains the leading cause of death globally, claiming approximately 20 million lives annually. Traditional therapeutic development has been hindered by a limited understanding of the disease's complex biology, resulting in stagnated innovation and investment. CardiaTec addresses this challenge by leveraging its proprietary multi-omics dataset and computational platform to decode the intricate mechanisms driving disease progression. This approach facilitates the discovery and development of novel, targeted therapies, aiming to improve patient outcomes and reduce the global burden of cardiovascular diseases.

Who Is the Company Behind CardiaTec?

  • Seller: CardiaTec
  • Year Founded: 2021
  • HQ Location: Cambridge , GB
  • LinkedIn® Page: uk.linkedin.com
    16 employees on LinkedIn®

Cascade

Who Is the Company Behind Cascade?

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

Caspor AI

Caspor AI is an advanced artificial intelligence platform designed to revolutionize various industries by providing intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Caspor AI enables businesses to optimize operations, enhance decision-making processes, and drive innovation. Its versatile applications span across sectors such as healthcare, finance, retail, and manufacturing, offering tailored solutions to meet specific industry needs. Key features and functionalities of Caspor AI include: - Predictive Analytics: Utilizes historical data to forecast future trends, aiding in proactive decision-making. - Natural Language Processing (NLP): Facilitates understanding and processing of human language, enabling efficient customer interactions and data analysis. - Computer Vision: Analyzes visual data to extract meaningful information, applicable in quality control and surveillance. - Automated Workflow Management: Streamlines business processes by automating routine tasks, increasing efficiency and reducing human error. - Customizable AI Models: Offers flexibility to develop and deploy AI models tailored to specific business requirements. The primary value of Caspor AI lies in its ability to transform complex data into actionable insights, thereby solving critical challenges such as operational inefficiencies, data overload, and the need for rapid, informed decision-making. By integrating Caspor AI, organizations can achieve enhanced productivity, cost savings, and a competitive edge in their respective markets.

Who Is the Company Behind Caspor AI?

Causaly

Causaly is an advanced AI platform designed to revolutionize life sciences research and development by enabling scientists to rapidly discover, interpret, and share biomedical knowledge. By integrating cutting-edge AI technologies with a high-precision knowledge graph, Causaly empowers researchers to accelerate drug discovery processes, reduce risks, and enhance productivity across various stages of R&D. Key Features and Functionality: - Generative AI Copilot: A conversational interface that allows scientists to pose complex biomedical questions and receive trustworthy, evidence-backed responses with inline citations, ensuring transparency and confidence in decision-making. - Knowledge Graph: A comprehensive and precise biomedical knowledge graph that helps researchers distinguish causal relationships from mere co-occurrences, facilitating a deeper understanding of disease mechanisms and potential therapeutic targets. - Enterprise Data Fabric: This feature integrates internal and external data sources, creating a unified "single source of truth" for R&D teams. It ensures research continuity and enables the rapid identification of critical insights by consolidating disparate data into a cohesive framework. - Scientific RAG (Retrieval-Augmented Generation): An advanced information retrieval system tailored for life sciences, combining search and reasoning capabilities to surface precise, context-rich insights from vast datasets. Primary Value and Problem Solved: Causaly addresses the challenges of fragmented data, manual research processes, and lengthy drug development timelines by providing a unified AI-driven platform. It automates up to 80% of research workflows, applies domain-specific reasoning, and uncovers hidden insights, thereby accelerating the journey from initial discovery to the development of life-changing therapies. By offering transparent, evidence-backed insights, Causaly reduces the risk of clinical failures and enhances the efficiency of bringing new treatments to market.

Who Is the Company Behind Causaly?

  • Seller: Causaly
  • Year Founded: 2018
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    138 employees on LinkedIn®

Cedar

Who Is the Company Behind Cedar?

  • Seller: Cedar AI
  • Year Founded: 2017
  • HQ Location: Seattle, US
  • LinkedIn® Page: www.linkedin.com
    56 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026