Best Data Science and Machine Learning Platforms - Page 18

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)

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
    2,630 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?

Amie

graph‑based notebook for data scientists and researchers

Who Is the Company Behind Amie?

  • Seller: Amie
  • Year Founded: 2017
  • HQ Location: København N, DK
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

AM Management

AM Management offers AI-driven quantitative investment solutions designed to deliver secure and consistent performance in the cryptocurrency market. By leveraging deep financial market expertise and advanced risk management strategies, AM Management provides both institutional and retail investors with non-custodial, customizable quant solutions that adapt to various market conditions. Key Features and Functionality: - Quant-Based Trading Solution via SMA: Clients maintain full visibility and control over their assets through API-delivered strategies, ensuring assets remain in their own sub-accounts without the need for custody. - AI-Driven Strategy Automation: Investment profiles are tailored with customized leverage adjustments to optimize maximum drawdown (MDD), delivering market-optimized strategies powered by artificial intelligence. - Real-Time Risk Monitoring: Continuous 24/7 risk monitoring is facilitated through the Wizard dashboard, allowing for immediate response to potential risks. - Global Exchange Integration: Quant solutions are supported on major global exchanges, including OKX, Binance, and Bybit, providing extensive market reach. Primary Value and User Solutions: AM Management addresses the need for secure, efficient, and adaptable investment strategies in the volatile cryptocurrency market. For institutional investors, the platform offers fully customizable quant solutions with enterprise-level security, comprehensive risk management, and real-time monitoring. Retail investors benefit from proven quant solutions that have demonstrated top performance in cumulative returns, subscriber base, and assets under management on platforms like OKX Exchange’s Signal Marketplace. By maintaining non-custodial control and employing AI-driven strategies, AM Management empowers users to achieve consistent returns while effectively managing risk.

Who Is the Company Behind AM Management?

Amplified Industries

Amplified Industries offers a comprehensive Industrial Internet of Things (IoT) solution designed to revolutionize oilfield operations by enhancing efficiency, reducing costs, and minimizing environmental impact. Their platform integrates wireless sensors with an AI-driven system to provide real-time monitoring, control, and optimization of oilfield assets. This enables operators to remotely oversee equipment, detect anomalies, and implement proactive measures to prevent failures and spills. The system is user-friendly, allowing for quick installation and seamless integration into existing operations, thereby facilitating a smarter and cleaner oilfield environment. Key Features and Functionality: - Real-Time Monitoring: Utilizes advanced wireless sensors to capture high-resolution data on well performance, including every stroke of the pump, synchronized with pressure and production metrics. - Secure Data Transmission: Employs proprietary local encryption to ensure efficient and secure data transfer to the cloud via cellular or satellite networks, offering SCADA-level reliability without the complexity. - Advanced Analytics: Provides detailed performance metrics and sub-second datasets for production optimization, artificial lift automation, and in-depth analysis of pump behavior through DynaCard or PumpCard insights. - Automated Optimization: Features next-generation pump-off controller capabilities that deliver automated remote control and artificial lift optimization, enhancing production and reducing operational costs. - Preventive Measures: Includes built-in tools for spill prevention, anomaly detection, and leak detection, enabling early identification of issues to prevent downtime and environmental incidents. - User Empowerment: Designed for accessibility by both field operators and engineers, the platform offers clear, actionable insights to accelerate decision-making and improve performance across all assets. Primary Value and User Solutions: Amplified Industries addresses critical challenges in the oil and gas sector by providing a cost-effective, scalable, and easy-to-install solution that enhances operational efficiency and sustainability. By offering real-time data and control capabilities, the platform enables operators to: - Increase Production: Achieve production increases of over 8% through optimized operations. - Reduce Operational Expenses: Realize operational expenditure savings exceeding 30% by minimizing equipment failures and maintenance costs. - Enhance Environmental Compliance: Virtually eliminate spills and leaks through proactive monitoring and automated shut-off features, reducing environmental risks and associated liabilities. This comprehensive approach empowers operators to maximize asset performance, ensure regulatory compliance, and achieve a more sustainable and profitable oilfield operation.

Who Is the Company Behind Amplified Industries?

AMS AI

Who Is the Company Behind AMS AI?

ana Healthcare

ANA Healthcare offers ANA Cohort, an all-in-one platform designed to collect, pseudonymize, structure, and deliver medical imaging data at scale. By integrating advanced AI and NLP technologies, ANA Cohort streamlines the entire data lifecycle, enhancing efficiency and compliance for healthcare providers. Key Features and Functionality: - Collect & Connect: Direct integration with hospital systems, compatible with all major vendors, and flexible deployment options. - Pseudonymize & Comply: Built-in tools ensure compliance with privacy regulations through automatic de-identification and configurable anonymization rules. - Structure & Index: Utilizes NLP-enriched metadata and medical ontologies for automatic cohort generation, facilitating efficient data organization. - Deliver & Valorize: Provides research-ready, AI-compatible datasets, streamlining partnerships and accelerating innovation. Primary Value and Solutions Provided: ANA Cohort addresses the challenges of managing vast amounts of medical imaging data by automating and simplifying data processes. It reduces data processing and research time by up to 70%, allowing healthcare professionals to focus more on patient care. The platform ensures data security and compliance with standards like HIPAA and GDPR, making medical data actionable and driving better patient outcomes.

Who Is the Company Behind ana Healthcare?

AnalystPro AI

AnalystPro AI is an advanced analytics platform designed to empower businesses with data-driven insights, enhancing decision-making processes and operational efficiency. By leveraging cutting-edge artificial intelligence and machine learning technologies, AnalystPro AI transforms complex datasets into actionable intelligence, enabling organizations to stay ahead in a competitive landscape. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation and analysis. - Predictive Analytics: Utilizes machine learning algorithms to forecast trends and outcomes, aiding in proactive strategy development. - Customizable Dashboards: Offers intuitive, user-friendly dashboards that can be tailored to specific business needs, providing real-time insights. - Automated Reporting: Generates detailed reports automatically, reducing manual effort and minimizing errors. - Scalability: Adapts to businesses of all sizes, from startups to large enterprises, ensuring flexibility and growth support. Primary Value and Solutions Provided: AnalystPro AI addresses the challenge of data overload by simplifying complex information into clear, actionable insights. It empowers users to make informed decisions swiftly, enhances operational efficiency, and drives business growth. By automating data analysis and reporting, it reduces the time and resources spent on manual processes, allowing teams to focus on strategic initiatives.

Who Is the Company Behind AnalystPro AI?

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