Best Data Science and Machine Learning Platforms - Page 17

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)

AIZEN Global

AIZEN Global is a pioneering company specializing in integrating artificial intelligence (AI) into financial services, offering innovative solutions that transform traditional banking operations. Their flagship product, CreditConnect, is an AI-driven Banking-as-a-Service (BaaS) platform designed to embed financial services seamlessly into data-rich industries such as e-commerce, mobility, and education. By leveraging advanced AI technology, AIZEN Global enables businesses to provide tailored financing solutions, thereby fostering the growth of the data economy and creating more connected financial ecosystems. Key Features and Functionality: - AI-Powered Credit Decisioning: CreditConnect utilizes proprietary AI models to analyze non-financial data from various platforms, converting it into actionable credit information. This allows for rapid, risk-based decision-making essential for loan processing. - Seamless Integration: The platform enables non-financial companies to offer banking services without significant upfront IT investment, facilitating quick market entry and service diversification. - Scalable Infrastructure: Built on a robust AI infrastructure, CreditConnect supports scalable data processing and predictive analytics, accommodating the evolving needs of businesses across different sectors. - Comprehensive AI Pipeline Management: AIZEN Global's platform integrates all stages of the AI pipeline, including data ingestion, transformation, model training, deployment, and monitoring, ensuring efficient and secure data management. Primary Value and User Solutions: AIZEN Global addresses the critical challenge of embedding financial services into non-financial industries by providing an AI-driven platform that simplifies and accelerates the launch of banking services. For businesses, this means the ability to offer personalized financing options to their customers, enhancing customer engagement and opening new revenue streams. Financial institutions benefit from automated, accurate credit decision-making processes, reducing operational costs and improving risk management. Ultimately, AIZEN Global's solutions drive financial inclusion and innovation, enabling a more dynamic and responsive financial ecosystem.

Who Is the Company Behind AIZEN Global?

Akkure

Akkure Genomics is at the forefront of integrating Artificial Intelligence (AI) and genomics to revolutionize cancer clinical trial recruitment. By analyzing patients' unique genetic profiles, Akkure's platform precisely matches individuals to suitable clinical trials, enhancing the development of personalized and effective treatments. This patient-centric approach not only accelerates the recruitment process but also increases the likelihood of trial success, benefiting both patients and pharmaceutical companies. Key Features and Functionality: - AI and Genomic Trial Matching: Utilizes advanced algorithms to assess patients' genomic data, identifying clinical trials that align with their specific genetic makeup. - Cancer Trial Recruitment: Streamlines the enrollment process by efficiently connecting eligible patients with appropriate trials, reducing manual screening efforts. - Support for Charities and Pharmacies: Offers an AI-powered Cancer Trials Finder that can be seamlessly integrated into charity or pharmacy websites, enhancing user engagement and providing personalized trial recommendations. - Enterprise Solutions for Hospitals: Transforms hospital clinical trial processes into high-efficiency centers by providing swift insights into patient populations and mitigating the risk of unsuccessful studies. Primary Value and Problem Solved: Akkure Genomics addresses the critical challenge of matching patients to suitable cancer clinical trials, a process often hindered by complex eligibility criteria and manual screening. By leveraging AI and genomic data, Akkure enhances the precision and efficiency of this matching process, leading to faster patient enrollment, reduced costs for pharmaceutical companies, and improved patient outcomes through personalized treatment options. This innovative approach accelerates the discovery of new therapeutics and brings us closer to a future where every patient receives treatment tailored to their genetic profile.

Who Is the Company Behind Akkure?

Akur8

Who Is the Company Behind Akur8?

  • Seller: Akur8
  • Year Founded: 2019
  • HQ Location: Paris, FR
  • LinkedIn® Page: www.linkedin.com
    237 employees on LinkedIn®

Albatross AI

The foundational AI platform for real-time decision-making

Who Is the Company Behind Albatross AI?

  • Seller: Albatross AI
  • Year Founded: 2024
  • HQ Location: Stadtkreis 8 Riesbach, CH
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

Alembic

Alembic is an advanced AI-driven marketing analytics platform designed to provide real-time, predictive insights into the effectiveness of marketing activities. By leveraging proprietary Spiking Neural Network (SNN) technology and causal algorithms, Alembic accurately attributes revenue outcomes to specific marketing initiatives, enabling businesses to optimize their strategies and maximize return on investment. The platform integrates data from diverse sources, including web analytics, social media, paid media, and offline channels, offering a comprehensive view of marketing performance. Alembic's privacy-first architecture ensures data security by processing only anonymous aggregate data, adhering to rigorous security protocols and achieving SOC2/3 certification. Trusted by Fortune 200 companies and top brands across various industries, Alembic transforms marketing measurement from a cost center into a strategic revenue driver. Key Features and Functionality: - Real-Time Predictive Insights: Provides immediate analysis of marketing activities, allowing businesses to make informed decisions swiftly. - Causal AI Technology: Utilizes proprietary Spiking Neural Network (SNN) and causal algorithms to identify true cause-and-effect relationships between marketing efforts and revenue outcomes. - Comprehensive Data Integration: Aggregates data from multiple channels, including web analytics, social media, paid media, and offline activities, offering a holistic view of marketing performance. - Automated Intelligence Briefings: Delivers clear, concise reports that highlight what works, what doesn't, and where to invest next, eliminating the need for manual dashboard analysis. - Privacy-First Architecture: Ensures data security by processing only anonymous aggregate data, adhering to rigorous security protocols, and achieving SOC2/3 certification. Primary Value and User Solutions: Alembic addresses the longstanding challenge of quantifying the impact of marketing on sales by providing clear, data-driven insights that connect marketing investments directly to business outcomes. By uncovering hidden relationships between campaigns and accurately attributing value to traditionally difficult-to-track channels, Alembic empowers businesses to optimize their marketing strategies, justify budgets with confidence, and transform marketing from a cost center into a strategic revenue driver. The platform's real-time predictive capabilities enable organizations to stay ahead of market trends, make informed decisions swiftly, and achieve measurable, predictable growth.

Who Is the Company Behind Alembic?

  • Seller: Alembic
  • Year Founded: 2017
  • HQ Location: Sydney, AU
  • LinkedIn® Page: www.linkedin.com
    28 employees on LinkedIn®

Algo8 AI

Who Is the Company Behind Algo8 AI?

  • Seller: Algo8 AI
  • Year Founded: 2018
  • HQ Location: Houston, US
  • LinkedIn® Page: www.linkedin.com
    87 employees on LinkedIn®

Alkera

Who Is the Company Behind Alkera?

  • Seller: Alkera
  • Year Founded: 2026
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

AllMind AI

AllMind AI is a unified AI data workspace designed specifically for institutional investors, aiming to revolutionize the way investment professionals analyze and interpret complex financial data. By integrating advanced artificial intelligence capabilities, AllMind AI provides a comprehensive platform that enhances decision-making processes and optimizes investment strategies. Key Features and Functionality: - Data Integration: Seamlessly aggregates diverse financial datasets, offering a holistic view of market trends and investment opportunities. - Advanced Analytics: Utilizes machine learning algorithms to identify patterns, predict market movements, and generate actionable insights. - Customizable Dashboards: Provides intuitive interfaces that can be tailored to individual user preferences, ensuring efficient data visualization and analysis. - Risk Assessment Tools: Offers comprehensive risk evaluation metrics to assist in mitigating potential investment pitfalls. - Collaborative Environment: Facilitates team collaboration through shared workspaces and real-time data sharing capabilities. Primary Value and User Solutions: AllMind AI addresses the challenges institutional investors face in managing and interpreting vast amounts of financial data. By automating data analysis and providing predictive insights, it empowers users to make informed investment decisions swiftly. The platform's integration of AI reduces the time spent on manual data processing, enhances accuracy in forecasting, and ultimately drives better investment outcomes.

Who Is the Company Behind AllMind AI?

Altair SLC

Are SAS Language Programs Mission Critical for Your Business? Many organizations have developed SAS language programs over the years that are vital to their operations. IT and analytics managers are also under pressure to reduce costs and find alternatives for handling their SAS language requirements. Altair SLC (formerly WPS Analytics) runs programs written with SAS language syntax without translation and without licensing other third-party products. Altair SLC is built to handle high levels of throughput and reduces clients’ capital costs and operating expenses. Multi Language, Multi-Platform Solution Altair SLC handles programs, workflows, and models that combine the SAS language and the SQL, Python, and R languages. Its built-in SAS language compiler runs SQL and SAS language code and utilizes Python and R compilers to run Python and R code and exchange Pandas and R data frames. Working on IBM mainframes and in the cloud, as well as on servers and workstations running a host of operating systems, Altair SLC supports remote job submissions and can exchange data between mainframe, cloud, and on-premises installations. Feature-Rich SAS Language Support In addition, Altair SLC doesn’t require any third-party middleware to process applications that contain the SAS language. Altair SLC’s built-in SAS language compiler supports SAS language and macro syntax, and includes procedure support for statistics, time series analytics, operational research, machine learning, matrix manipulation, graphing, and output delivery. Additionally, users can use Altair SLC in batch or standalone mode to execute programs and models or use it with Altair Analytics WorkbenchTM, a GUI/IDE that provides both no-code (workflow) and code facilities to create, maintain, and execute programs and models and interactively explore their outputs.

Average Rating: 4.1/5.0

Total Reviews: 10

How Do G2 Users Rate Altair SLC?

  • Ease of Admin: 10.0/10 (Category avg: 8.6/10)

Who Is the Company Behind Altair SLC?

  • Seller: Altair
  • Year Founded: 1985
  • HQ Location: Troy, MI
  • LinkedIn® Page: www.linkedin.com
    2,774 employees on LinkedIn®
  • Ownership: NASDAQ:ALTR
  • Total Revenue (USD mm): $458

Who Uses This Product?

  • Company Size: 70% Small, 20% Medium

What Do G2 Reviewers Say About Altair SLC?

AI-generated summary from verified user reviews

Pros
  • Users laud the smooth big data handling of Altair SLC, transforming messy data into valuable insights effortlessly.
  • Users commend the responsive customer support of Altair SLC, offering quick resolutions to inquiries and issues.
  • Users enjoy the easy data import process of Altair SLC, transforming messy data into valuable insights effortlessly.
  • Users find the installation process for Altair SLC incredibly simple, allowing immediate access to its features.
  • Users find the familiar Eclipse SDE environment makes Altair SLC easy to use and navigate effortlessly.
Cons
  • Users struggle with the complexity of Altair SLC, finding it hard to narrow down relevant search results.
  • Users find the limited features of Altair SLC restrict functionality compared to full SAS software capabilities.
  • Users find the help resources inadequate, making it difficult to identify missing functionalities in Altair SLC.
  • Users struggle with the learning curve of Altair SLC, finding it hard to locate specific solutions online.
  • Users find the Altair SLC not user-friendly, struggling with complex search results and Python integration difficulties.

What Are Recent G2 Reviews of Altair SLC?

AltCortex

AltCortex is an advanced artificial intelligence platform designed to empower businesses with data-driven insights and automation capabilities. By leveraging cutting-edge machine learning algorithms, AltCortex enables organizations to analyze complex datasets, uncover patterns, and make informed decisions that drive growth and efficiency. Key Features and Functionality: - Data Analysis and Visualization: AltCortex processes large volumes of data, transforming them into actionable insights through intuitive visualizations. - Predictive Analytics: Utilizing sophisticated machine learning models, the platform forecasts trends and outcomes, aiding in strategic planning. - Automated Workflows: AltCortex automates routine tasks, reducing manual effort and minimizing errors. - Customizable Solutions: The platform offers tailored AI models to meet specific industry needs, ensuring relevance and effectiveness. - Scalability: Designed to grow with your business, AltCortex handles increasing data loads and user demands seamlessly. Primary Value and User Benefits: AltCortex addresses the challenge of extracting meaningful insights from vast and complex datasets. By automating data analysis and predictive modeling, it empowers businesses to make proactive decisions, optimize operations, and identify new opportunities. This leads to enhanced efficiency, reduced operational costs, and a competitive edge in the market. With its user-friendly interface and customizable features, AltCortex democratizes access to advanced AI capabilities, enabling organizations of all sizes to harness the power of artificial intelligence.

Who Is the Company Behind AltCortex?

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