# Best Data Science and Machine Learning Platforms - Page 7

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

**Total Products under this Category:** 1,043

### Category Stats (Aug 2026)

- **Average Rating:** 4.46/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** FalkorDB (+5.88%) - Among all products in this category, FalkorDB recorded the largest rating increase compared to last month

_Last updated: August 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
- 14,200+ Authentic Reviews
- 1,043+ 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](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.png?focus%5B%5D=10470&focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=10938&focus%5B%5D=67045&focus%5B%5D=24457&focus%5B%5D=1308796&focus%5B%5D=162504)

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Snowflake, Google Cloud AutoML, MATLAB, IBM watsonx.data, 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=snowflake&focus%5B%5D=google-cloud-automl&focus%5B%5D=matlab&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=hex-tech-hex)

**Sponsored**

### DreamClass

DreamClass is a cloud-based School Management System designed to streamline administrative tasks for educational institutions of all types. This comprehensive solution enables users to efficiently manage student admissions, track academic progress, handle payments and invoices, and much more, all through an intuitive user interface. By centralizing these functions, DreamClass allows educators and administrators to focus on their primary mission: providing quality education and support to students. The target audience for DreamClass encompasses a wide range of educational institutions, including traditional K-12 schools, colleges, and specialized programs such as dance studios and sports academies. Each of these institutions faces distinct administrative challenges, and DreamClass is tailored to meet those needs effectively. For instance, K-12 schools can leverage features that simplify enrollment processes and monitor student performance, while dance studios can easily manage class schedules and student registrations. This adaptability makes DreamClass a versatile tool suitable for various educational environments. Key features of DreamClass include a robust admissions management system that simplifies the enrollment process, allowing institutions to track applications and student information seamlessly. The academic progress monitoring tools enable educators to assess student performance through grades and attendance records, providing valuable insights into student success. Additionally, the payment management system facilitates invoicing and payment tracking, ensuring that financial transactions are handled efficiently and transparently. These features collectively contribute to a more organized administrative workflow. One of the standout benefits of DreamClass is its user-friendly interface, which minimizes the learning curve for new users. This ease of use is particularly important in educational settings where staff may possess varying levels of technical expertise. Furthermore, being cloud-based means that users can access the system from anywhere, making it convenient for educators and administrators to manage their tasks on the go. The integration of these features not only enhances productivity but also fosters a more organized and effective educational environment. DreamClass serves as a comprehensive solution for educational institutions looking to alleviate administrative burdens. By providing essential tools for managing admissions, academic progress, and financial transactions, it empowers educators to dedicate more time to their students and enrich their learning experiences. This focus on enhancing educational outcomes positions DreamClass as a valuable asset for institutions striving to improve their administrative efficiency and overall effectiveness.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=692&secure%5Bchosen_at%5D=2026-08-08T17%3A56%3A45Z&secure%5Bdisplayable_resource_id%5D=330&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=156095&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=156095&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3FhsCtaTracking%3De3fe859b-0d36-4cf8-85cf-2151a5747412%257Cc2cacced-e747-4cdf-b773-a1add6fb9f95%26page%3D7&secure%5Btoken%5D=7b52dfe480a8666580a69b91c4d5fe80131761d1a9dcf1450bee4a0d7c172e38&secure%5Burl%5D=https%3A%2F%2Fwww.dreamclass.io%2Flp%2Fschool-management-system%2F%3Futm_source%3Dg2.com%26utm_medium%3Dcpc%26utm_campaign%3DSchool%2BManagement%2BClicks&secure%5Burl_type%5D=free_trial)

### [Liner.AI](https://www.g2.com/products/liner-ai/reviews)

Liner is a free tool that lets you train your ML models easily. It takes your training data and gives you an easy-to-integrate ML model. No coding or expertise in machine learning required.

**Average Rating:** 4.3/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Liner.AI?

- **Application:** 6.7/10 (Category avg: 8.5/10)
- **Managed Service:** 6.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 6.7/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Liner.AI?

- **Seller:** [Liner.AI](https://www.g2.com/sellers/liner-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 33% Small, 33% Large

#### What Are Recent G2 Reviews of Liner.AI?

**["A nice tool for your ML projects."](https://www.g2.com/survey_responses/liner-ai-review-9154578)**

**Rating:** 4.5/5.0 stars

_— Amol P._

[Read full review](https://www.g2.com/survey_responses/liner-ai-review-9154578)

**["Best AI tool for assisting doctorate degree"](https://www.g2.com/survey_responses/liner-ai-review-10228847)**

**Rating:** 4.5/5.0 stars

_— Arunvinodh C._

[Read full review](https://www.g2.com/survey_responses/liner-ai-review-10228847)

### [Myriade](https://www.g2.com/products/myriade/reviews)

In the Age of AI, speed and clarity matter. Myriade empowers data and business teams to become truly data-driven. 10x faster for analysts and SQL-free for business users. Simply ask your questions clearly, and Myriade intelligently handles the entire data exploration process - finding tables, joining fields, writing queries, and presenting clear insights instantly. All interactions happen securely, with zero data retention. With Myriade, getting the right information is effortless.

**Average Rating:** 4.5/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Myriade?

- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Myriade?

- **Seller:** [Myriade](https://www.g2.com/sellers/myriade)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=31a2461fbe885f2e4321f85baaa35f14169725a0dc49a881f9edc6cc6ed9ec68&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmyriade-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 25% Large

#### What Are Recent G2 Reviews of Myriade?

**["Effortless Transformation into a Data Analyst"](https://www.g2.com/survey_responses/myriade-review-12657848)**

**Rating:** 5.0/5.0 stars

_— Julien D._

[Read full review](https://www.g2.com/survey_responses/myriade-review-12657848)

**["Multi-expertise assistant"](https://www.g2.com/survey_responses/myriade-review-12773314)**

**Rating:** 4.5/5.0 stars

_— Sandrine E._

[Read full review](https://www.g2.com/survey_responses/myriade-review-12773314)

### [Node AutoML Platform](https://www.g2.com/products/node-automl-platform/reviews)

Node is the first AutoML solution designed for platforms that leverage people and company data. With Node, teams can rapidly create and deploy AI-powered solutions for CRM, marketing automation, customer engagement, and similar platforms, all via a standard API that can be set up in minutes.

**Average Rating:** 4.3/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Node AutoML Platform?

- **Application:** 8.9/10 (Category avg: 8.5/10)
- **Managed Service:** 7.8/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 7.8/10 (Category avg: 8.2/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Node AutoML Platform?

- **Seller:** [Node.io](https://www.g2.com/sellers/node-io)
- **Year Founded:** 2014
- **HQ Location:** Cupertino, US
- **Twitter:** @nodeio  
1,957 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8b55375c6440d4dd642f363393cfe3c35a62b3e368112ebeb7e9cad623996ff5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F6435167%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Large

#### What Are Recent G2 Reviews of Node AutoML Platform?

**["A Powerful Tool for Effortless Machine Learning"](https://www.g2.com/survey_responses/node-automl-platform-review-9826167)**

**Rating:** 4.5/5.0 stars

_— Shubhranshu N._

[Read full review](https://www.g2.com/survey_responses/node-automl-platform-review-9826167)

**["Examine proven APIs for recognized platforms"](https://www.g2.com/survey_responses/node-automl-platform-review-9880940)**

**Rating:** 4.0/5.0 stars

_— Baris D._

[Read full review](https://www.g2.com/survey_responses/node-automl-platform-review-9880940)

### [OpenText Data Discovery (Magellan)](https://www.g2.com/products/opentext-data-discovery-magellan/reviews)

OpenText Magellan is a flexible AI and Analytics platform that combines open source machine learning with advanced analytics, enterprise-grade BI, and capabilities to acquire, merge, manage and analyze Big Data and Big Content stored in your Enterprise Information Management systems. Magellan enables machine-assisted decision making, automation, and business optimization.

**Average Rating:** 4.2/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate OpenText Data Discovery (Magellan)?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 6.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind OpenText Data Discovery (Magellan)?

- **Seller:** [OpenText](https://www.g2.com/sellers/opentext)
- **Year Founded:** 1991
- **HQ Location:** Waterloo, ON
- **Twitter:** @OpenText  
21,565 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6c339a6555764b5ffce77c3df08d6ed9c9b1cb1ee1baeebac8435f0485b7cca5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2709%2F&secure%5Burl_type%5D=linkedin_company_website)  
23,048 employees on LinkedIn®
- **Ownership:** NASDAQ:OTEX

#### Who Uses This Product?

- **Company Size:** 40% Large, 40% Medium

#### What Do G2 Reviewers Say About OpenText Data Discovery (Magellan)?

_AI-generated summary from verified user reviews_

##### Pros

- Users find OpenText Data Discovery (Magellan) **easy to use** , effectively serving their data discovery needs with great features.
- Users value the **unique features** of OpenText Data Discovery, finding it easy to use and highly effective.

##### Cons

- Users struggle with a **slight learning curve** , indicating a need for improved training resources for effective usage.
- Users feel there is a **learning curve due to insufficient training** , impacting effective and efficient use of the application.
- Users note a **lack of guidance** in effectively using OpenText Data Discovery, highlighting a slight learning curve and need for training.
- Users note a **lack of tutorials** , leading to a steep learning curve for effective use of OpenText Data Discovery.
- Users experience a **slight learning curve** with OpenText Data Discovery, suggesting a need for improved training resources.

#### What Are Recent G2 Reviews of OpenText Data Discovery (Magellan)?

**["Very good tool and excellent replacement for actuate"](https://www.g2.com/survey_responses/opentext-data-discovery-magellan-review-4910116)**

**Rating:** 4.0/5.0 stars

_— prateek r._

[Read full review](https://www.g2.com/survey_responses/opentext-data-discovery-magellan-review-4910116)

**["Good Alternative"](https://www.g2.com/survey_responses/opentext-data-discovery-magellan-review-7632139)**

**Rating:** 4.0/5.0 stars

_— Shaharyar A._

[Read full review](https://www.g2.com/survey_responses/opentext-data-discovery-magellan-review-7632139)

#### What Are G2 Users Discussing About OpenText Data Discovery (Magellan)?

- [What is OpenText Integration Center?](https://www.g2.com/discussions/what-is-opentext-integration-center)
- [What is Magellan AI?](https://www.g2.com/discussions/what-is-magellan-ai)
- [What is Magellan data?](https://www.g2.com/discussions/what-is-magellan-data)

### [PerceptiLabs](https://www.g2.com/products/perceptilabs-perceptilabs/reviews)

PerceptiLabs is a GUI for TensorFlow and a next-generation ML tool with a visual modeler that allows the flexibility of code, some automation in connecting components, all combined with the ease of a drag and drop UI which is a visual API on top of TensorFlow. This makes model building easier, faster, and accessible to a wider spectrum of users. Your benefits include: • Fast modeling – with a drag and drop UI that makes model architecture easy to build and visualize. • Transparency - to more quickly understand how your model works and performs for better explainabilty. • Flexibility - Designed as a visual API on top of TensorFlow, this gives developers the flexibility to access low-level TensorFlow API and the freedom to pull in other Python modules.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate PerceptiLabs?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 9.2/10 (Category avg: 8.2/10)

#### Who Is the Company Behind PerceptiLabs?

- **Seller:** [PerceptiLabs](https://www.g2.com/sellers/perceptilabs)
- **Year Founded:** 2017
- **HQ Location:** San Francisco, US
- **Twitter:** @PerceptiLabs  
737 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec5394ee401471d7f2270473734ced66b9943c045f129304ec182a41c72db590&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fperceptilabs%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Medium

#### What Are Recent G2 Reviews of PerceptiLabs?

**["Great Machine Learning Software Application"](https://www.g2.com/survey_responses/perceptilabs-review-5009950)**

**Rating:** 5.0/5.0 stars

_— Kyle K._

[Read full review](https://www.g2.com/survey_responses/perceptilabs-review-5009950)

**["Amazingclick and drag tool, it makes my life a lot easier to make any kind of model in minutes!"](https://www.g2.com/survey_responses/perceptilabs-review-4213234)**

**Rating:** 5.0/5.0 stars

_— Aditya V._

[Read full review](https://www.g2.com/survey_responses/perceptilabs-review-4213234)

#### What Are G2 Users Discussing About PerceptiLabs?

- [What is PerceptiLabs used for?](https://www.g2.com/discussions/what-is-perceptilabs-used-for)

### [PhysicsX](https://www.g2.com/products/physicsx/reviews)

PhysicsX is an AI-native engineering platform designed to revolutionize the entire product lifecycle by integrating advanced artificial intelligence into design, manufacturing, and operational processes. By combining rapid AI-driven physics inference with traditional numerical simulations, PhysicsX enables enterprises to accelerate development, reduce risks, and create highly optimized products across critical industrial sectors such as aerospace, automotive, semiconductors, materials, and energy. Key Features and Functionality: - Simulation Workbench: A unified system for managing and orchestrating simulations, facilitating efficient handling of experimental and operational data, including 2D/3D analysis, transformation, labeling, and data lineage. - AI Workbench: An environment dedicated to the development and deployment of Deep Physics Models (DPMs), offering advanced model architectures, optimization tools, built-in uncertainty quantification, and benchmarking capabilities. - Engineering Applications: Intuitive, no-code solutions that allow engineers and technicians to seamlessly deploy AI-powered applications for optimization and process control. - Enterprise-Ready Infrastructure: Features multi-cloud scalability, integration with Computer-Aided Engineering (CAE) software, and robust security measures to protect critical intellectual property. Primary Value and User Solutions: PhysicsX addresses the challenges of slow and costly simulations, fragmented workflows, and the loss of valuable engineering insights. By providing fast, accessible digital engineering solutions supported by deep domain expertise, the platform enables: - Reduced Time to Market: Significantly cuts simulation run times from hours to seconds, accelerating design cycles, optimizing processes, and boosting manufacturing throughput. - Maximized Performance: Enhances the performance of components and systems across multi-physics domains by leveraging simulation and real-world data. - Knowledge Capture: Builds reusable AI and simulation assets that compound over time, fostering continuous improvement and innovation. - Improved Collaboration: Unifies workflows across domains and teams, enabling deep collaboration and innovation at scale. By integrating AI across the engineering lifecycle, PhysicsX empowers organizations to achieve breakthroughs in performance, efficiency, and speed, transforming how products are designed, manufactured, and operated.

**Average Rating:** 4.8/5.0

**Total Reviews:** 3

#### Who Is the Company Behind PhysicsX?

- **Seller:** [PhysicsX](https://www.g2.com/sellers/physicsx)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a81c0d8965b698ad284b84c15f6183e7ac1ae6c8bea66923fbd95cd900a4cc67&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fphysicsx&secure%5Burl_type%5D=linkedin_company_website)  
174 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 33% Large, 33% Small

#### What Are Recent G2 Reviews of PhysicsX?

**["Excellent and reliable tool that streamlines our daily workflow"](https://www.g2.com/survey_responses/physicsx-review-13068541)**

**Rating:** 5.0/5.0 stars

_— Paulo Henrique O._

[Read full review](https://www.g2.com/survey_responses/physicsx-review-13068541)

**["Faster Engineering Simulations for Better Designs and Performance"](https://www.g2.com/survey_responses/physicsx-review-13222259)**

**Rating:** 4.5/5.0 stars

_— LOKESH G._

[Read full review](https://www.g2.com/survey_responses/physicsx-review-13222259)

### [PopSQL](https://www.g2.com/products/popsql/reviews)

PopSQL is the evolution of legacy SQL editors like DataGrip, DBeaver, Postico. We provide a beautiful, modern SQL editor for data focused teams looking to save time, improve data accuracy, onboard new hires faster, and deliver insights to the business fast. With PopSQL, users can easily understand their data model, write version controlled SQL, collaborate with live presence, visualize data in charts and dashboards, schedule reports, share results, and organize foundational queries for search and discovery. Even if your team is already leveraging a large BI tool, like Tableau or Looker, or a hodge podge of SQL editors, PopSQL enables seamless collaboration between your SQL power users, junior analysts, and even your less technical stakeholders who are hungry for data insights. \* Cross-platform compatibility with macOS, Windows, and Linux \* Works with Snowflake, Redshift, BigQuery, Clickhouse, Databricks, Athena, MongoDB, PostgreSQL, MySQL, SQL Server, SQLite, Presto, Cassandra, and more

**Average Rating:** 4.6/5.0

**Total Reviews:** 80

#### How Do G2 Users Rate PopSQL?

- **Application:** 9.2/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind PopSQL?

- **Seller:** [Tiger Data (creators of TimescaleDB)](https://www.g2.com/sellers/tiger-data-creators-of-timescaledb)
- **Year Founded:** 2015
- **HQ Location:** New York, New York
- **Twitter:** @TigerDatabase  
1,343 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8d9b4e0783735b04ef51b044174dccf919fb5a32b51399414b43ec81b82d0a32&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftimescaledb%2F&secure%5Burl_type%5D=linkedin_company_website)  
40 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 43% Small, 37% Medium

#### What Are Recent G2 Reviews of PopSQL?

**["Seamless SQL Querying Experience with popSQL. Very User Friendly and Veryuseful Application"](https://www.g2.com/survey_responses/popsql-review-8458017)**

**Rating:** 5.0/5.0 stars

_— Subhadip K._

[Read full review](https://www.g2.com/survey_responses/popsql-review-8458017)

**["PopSQL is the most seamless database client out there!"](https://www.g2.com/survey_responses/popsql-review-8478059)**

**Rating:** 5.0/5.0 stars

_— Eshwaran V._

[Read full review](https://www.g2.com/survey_responses/popsql-review-8478059)

#### What Are G2 Users Discussing About PopSQL?

- [What is your primary use case for PopSQL, and how does it enhance collaboration in your team?](https://www.g2.com/discussions/what-is-your-primary-use-case-for-popsql-and-how-does-it-enhance-collaboration-in-your-team)

### [PrimeHub](https://www.g2.com/products/primehub/reviews)

PrimeHub is a on-premise machine learning platform that enables AI/ML teams to focus on their true productivity in a collaborative environment. PrimeHub helps administrators manage hardware resources, access control, group quota, datasets and more.

**Average Rating:** 4.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate PrimeHub?

- **Application:** 9.2/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind PrimeHub?

- **Seller:** [InfuseAI](https://www.g2.com/sellers/infuseai)
- **Year Founded:** 2018
- **HQ Location:** Taipei City, TW
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0e00307fa8ae3903f95cd82afc852856fc34c6863b99278b736d36ec9f3b7895&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfuseai%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Large

#### What Do G2 Reviewers Say About PrimeHub?

_AI-generated summary from verified user reviews_

##### Pros

- Users find PrimeHub to offer **ease of use** , allowing quick resource allocation and seamless integration for new users.
- Users praise the **fast processing capabilities** of PrimeHub, making data management efficient and user-friendly.
- Users highlight the **setup ease** of PrimeHub, making resource allocation and implementation straightforward for new users.
- Users value the **efficient AI integration** of PrimeHub, enhancing data processing and facilitating seamless model implementations.
- Users appreciate the **efficient data processing and management capabilities** of PrimeHub, making it user-friendly and effective.

##### Cons

- Users struggle with **insufficient learning resources** , finding documentation and tutorials lacking for effective implementation.
- Users struggle with a **lack of guidance** , finding limited documentation and tutorials for using PrimeHub effectively.
- Users note **performance issues** with slower speeds when processing large data, suggesting improvement is needed for efficiency.
- Users find the **poor documentation** of PrimeHub frustrating, wishing for better tutorials to aid implementation.
- Users notice that **slow performance** during data processing can impact their experience, suggesting room for improvement.

#### What Are Recent G2 Reviews of PrimeHub?

**["One of the emerging solution for MLOps"](https://www.g2.com/survey_responses/primehub-review-10344581)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/primehub-review-10344581)

**["A tool that manages data in a technological way"](https://www.g2.com/survey_responses/primehub-review-10340020)**

**Rating:** 4.5/5.0 stars

_— Alfredo G._

[Read full review](https://www.g2.com/survey_responses/primehub-review-10340020)

### [SmartPredict](https://www.g2.com/products/smartpredict-smartpredict/reviews)

SmartPredict is an end-to-end AI platform for solving real-world AI USE CASES and allowing everyone to complete AI projects effortlessly, in a simpler and customizable way.

**Average Rating:** 4.3/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate SmartPredict?

- **Application:** 6.7/10 (Category avg: 8.5/10)
- **Managed Service:** 7.2/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind SmartPredict?

- **Seller:** [SmartPredict](https://www.g2.com/sellers/smartpredict)
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5be07c28735a3e6c832fd445f51e63024116c806ecce227a4da8b00cf7e2a131&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F18535101&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Small

#### What Are Recent G2 Reviews of SmartPredict?

**["Introducing myself with the main concepts of AI"](https://www.g2.com/survey_responses/smartpredict-review-9869700)**

**Rating:** 4.0/5.0 stars

_— Cadete d._

[Read full review](https://www.g2.com/survey_responses/smartpredict-review-9869700)

**["Love the Product"](https://www.g2.com/survey_responses/smartpredict-review-9824392)**

**Rating:** 5.0/5.0 stars

_— Muhammad O._

[Read full review](https://www.g2.com/survey_responses/smartpredict-review-9824392)

### [Spire.AI](https://www.g2.com/products/spire-ai/reviews)

Spire.AI is a core technology innovation company focused on bringing unprecedented power of artificial intelligence technologies to enterprise software. Our flagship innovation Spire.AI TalentSHIP® 21 is a unique talent re-visioning solution suite powered by our artificial domain intelligence technology super-platform. The platform, that has evolved over 14 years, has been deployed with game changing outcomes in the re-visioning of an organisation’s talent strategy, and helps organisations transition smoothly to their new talent vision.

**Average Rating:** 4.7/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Spire.AI?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Spire.AI?

- **Seller:** [Spire.AI](https://www.g2.com/sellers/spire-ai)
- **Year Founded:** 2007
- **HQ Location:** Palo Alto, US
- **LinkedIn® Page:** [in.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cbf7abe0d5159b712074dbdc5e624c089a28602fe63ea9966158b5e244acd457&secure%5Burl%5D=https%3A%2F%2Fin.linkedin.com%2Fcompany%2Fspireai&secure%5Burl_type%5D=linkedin_company_website)  
183 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 33% Small, 33% Medium

#### What Are Recent G2 Reviews of Spire.AI?

**["New Gen Recruit saas for skill based talent"](https://www.g2.com/survey_responses/spire-ai-review-9058709)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/spire-ai-review-9058709)

**["Honestly Reviewed"](https://www.g2.com/survey_responses/spire-ai-review-9773625)**

**Rating:** 5.0/5.0 stars

_— Nalin B._

[Read full review](https://www.g2.com/survey_responses/spire-ai-review-9773625)

### [Stratifyd](https://www.g2.com/products/stratifyd/reviews)

Stratifyd is the only next-gen experience analytics platform powered by Smart AI™ that empowers people of all skill levels to move beyond traditional customer experience analytics. By surfacing insights that existing approaches may miss, Stratifyd Smart AI™ takes the burden of manual analytics off teams, proactively surfacing hidden signals and themes 24/7 to ensure you never miss another insight. Today, many organizations have tons of data but lack the ability, time, resources, or budget to truly expose the insights that matter most to them. This is where Stratifyd stands out. With these challenges in mind, we have purpose-built the Stratifyd platform that will unify data from all your different sources and, through Smart AI™, automatically uncover the actionable insights you didn't know you were missing to: - Hit mission critical KPIs - Grow revenue - Drive loyalty - Reduce costs - Improve efficiency

**Average Rating:** 4.3/5.0

**Total Reviews:** 18

#### How Do G2 Users Rate Stratifyd?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Stratifyd?

- **Seller:** [Stratifyd](https://www.g2.com/sellers/stratifyd)
- **Year Founded:** 2015
- **HQ Location:** Charlotte, US
- **Twitter:** @getStratifyd  
997 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4dd5f95cb78b92f4ec739ebe98418c70c417075ddb3da8278e094de4c2599586&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10813350%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 70% Large, 20% Medium

#### What Are Recent G2 Reviews of Stratifyd?

**["Great company and solution to help uncover actionable customer insights"](https://www.g2.com/survey_responses/stratifyd-review-4808690)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/stratifyd-review-4808690)

**["Rich, automated insights"](https://www.g2.com/survey_responses/stratifyd-review-4930224)**

**Rating:** 4.5/5.0 stars

_— Craig W._

[Read full review](https://www.g2.com/survey_responses/stratifyd-review-4930224)

#### What Are G2 Users Discussing About Stratifyd?

- [How do you use Stratifyd?](https://www.g2.com/discussions/how-do-you-use-stratifyd)
- [What is the use of Stratifyd?](https://www.g2.com/discussions/what-is-the-use-of-stratifyd)
- [When was Stratifyd founded?](https://www.g2.com/discussions/when-was-stratifyd-founded)

### [Analance Platform](https://www.g2.com/products/analance-platform/reviews)

Combining Data Science, Business Intelligence, and Data Management Capabilities in One Integrated, Self-Serve Platform. Analance is a robust, salable end-to-end platform that combines Data Science, Advanced Analytics, Business Intelligence, and Data Management into one integrated self-serve platform. It is built to deliver core analytical processing power to ensure data insights are accessible to everyone, performance remains consistent as the system grows, and business objectives are continuously met within a single platform. Analance is focused on turning quality data into accurate predictions allowing both data scientists and citizen data scientists with point and click pre-built algorithms and an environment for custom coding. THE ANALANCE PLATFORM: • Delivers an end-to-end enterprise analytics platform with a strong focus on turning quality data into accurate predictions from one integrated self-serve platform. • Provides a platform for both data scientists and citizen data scientists with point and click pre-built algorithms and an environment for custom coding. • Offers an intuitive UI with guided workflows to enable both data scientists and citizen data scientists to master the platform in minutes. • Unifies multiple tools required for data analysis into one integrated platform to deliver insights with accuracy and quality. Product Capabilities • Analance Data Management (ADM): Extract, Transform and Load (ETL) tool to clean and transform data for analysis. • Analance Advanced Analytics (AAA): Predict based on trained Machine Learning (ML) Models. • Analance Business Intelligence (ABI): Deploy trained models from AAA into ABI for visualizations. • Analance Internet of Things (AIoT): Connect to streaming sources for real-time analytics and visualization. • Analance Artificial Intelligence (AAI): Next generation inference engine for prescriptive analytics. Key Features: • Get a demo of Analance or take it for a 30-day test drive. • Seamless Data Integration • Data Cleaning and Transformation • Predictive Analytics and Trends • Real-time Analytics • Prescriptive Analytics • Text and Sentiment Analytics • Social Analytics • Business Intelligence and Reporting • Interactive Visualization • Self-Serve Capability • Sign-Sign On to Access All Platforms within Analance

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Analance Platform?

- **Seller:** [Orion Systems Integrators](https://www.g2.com/sellers/orion-systems-integrators)
- **Year Founded:** 1993
- **HQ Location:** Edison, New Jersey, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=941c0734006dfa6df918dcaf4e73efbc0437cc76a9bb2a00516558792280fc86&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Forioninnovation&secure%5Burl_type%5D=linkedin_company_website)  
4,746 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Analance Platform?

**["Great knowledge"](https://www.g2.com/survey_responses/analance-platform-review-4675506)**

**Rating:** 5.0/5.0 stars

_— Verified User in Health, Wellness and Fitness_

[Read full review](https://www.g2.com/survey_responses/analance-platform-review-4675506)

**["Awesome data gathering and analytical tool"](https://www.g2.com/survey_responses/analance-platform-review-5171647)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer & Network Security_

[Read full review](https://www.g2.com/survey_responses/analance-platform-review-5171647)

#### What Are G2 Users Discussing About Analance Platform?

- [What is Analance™ Advanced Analytics used for?](https://www.g2.com/discussions/what-is-analance-advanced-analytics-used-for)

### [Appier AIXON](https://www.g2.com/products/appier-aixon/reviews)

AIXON is a data science platform that unifies and enriches existing customer data to help you better understand your audience and run AI models to easily predict their future actions. Streamline Your Data From Different Sources AIXON creates a 360-degree view of your audience by unifying data across all platforms like apps, websites and CRM, and enriches your audience profiles with Appier’s unique cross-screen technology. Predict Customers' Future Actions in Real Time Powered by the scenario-based prediction with Auto-ML models, AIXON allows you to predict specific actions of your audience in real time, from conversions to churn and even the likelihood of users visiting a certain webpage. Generate Actionable Insights With Explainable AI AIXON’s explainable AI enables our customers to understand the rationale of our AI-driven decisions. AIXON is capable of textually and visually showing the most important variables to describe why certain decisions are made. The ability to explain the factors underlying the AI’s analysis is key to fostering trust in Appier’s AI technology, and avoid it being viewed as a mere “black box." Achieve Seamless Customer Engagement AIXON seamlessly integrates with your existing owned and paid channels, allowing you to amplify omnichannel marketing on AI-powered insights and ensure optimum customer experience. Boost Conversions With RFM AIXON automatically configures your audience segments into three most critical dimensions of attributes, RFM (Recency, Frequency, and Monetary), to help you better understand customer intent and take targeted actions to realize customers’ full profit potential.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Appier AIXON?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Appier AIXON?

- **Seller:** [Appier](https://www.g2.com/sellers/appier)
- **Year Founded:** 2012
- **HQ Location:** Taipei, Taiwan
- **Twitter:** @GoAppier  
1,230 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c6cde3d0006b233ec6e10fa759ee55b37d4aed0b0db32eb3a72e2232c47b3ecb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fappier%2F&secure%5Burl_type%5D=linkedin_company_website)  
869 employees on LinkedIn®
- **Ownership:** TYO: 4180

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Appier AIXON?

**["Applying Prediction AI to Campaigns of a EC site"](https://www.g2.com/survey_responses/appier-aixon-review-9219681)**

**Rating:** 5.0/5.0 stars

_— Jovy C._

[Read full review](https://www.g2.com/survey_responses/appier-aixon-review-9219681)

**["An investment in AI helps drive our businesss, and % uplift shoot off the chart."](https://www.g2.com/survey_responses/appier-aixon-review-4654673)**

**Rating:** 4.5/5.0 stars

_— Verified User in Financial Services_

[Read full review](https://www.g2.com/survey_responses/appier-aixon-review-4654673)

#### What Are G2 Users Discussing About Appier AIXON?

- [What is Appier AIXON used for?](https://www.g2.com/discussions/what-is-appier-aixon-used-for)

### [Darwin](https://www.g2.com/products/darwin-2019-12-03/reviews)

Darwin is an automated model building product that allows you to move from data to model deployment in less time than traditional methods, enabling the rapid prototyping of scenarios and productive extraction of insights.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Darwin?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 9.2/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Darwin?

- **Seller:** [Avathon](https://www.g2.com/sellers/avathon)
- **Year Founded:** 2013
- **HQ Location:** Austin, Texas
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9ad5d141d445a1fc118a759f8b0bf1ae7427f3f75a9e1a42b142234c83a7fd11&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5155679&secure%5Burl_type%5D=linkedin_company_website)  
255 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Do G2 Reviewers Say About Darwin?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **easy integration and collaboration** capabilities of Darwin for seamless recruitment and HR operations.
- Users love the **ease of use** of Darwin, thanks to its streamlined design and customizable interface.
- Users find Darwin's **easy integrations** beneficial for seamless use across various HR functions and recruitment processes.
- Users benefit from Darwin's **flexibility** , enabling tailored interfaces that suit various business needs effortlessly.
- Users appreciate the **streamlined and customizable interface** of Darwin, making it easy and appealing for team use.

##### Cons

- Users find Darwin to have a **complex hiring process** , which can detract from overall user experience.
- Users find Darwin to be **lacking features** , making it less user-friendly and interactive than expected.
- Users find the **slow loading times** for large data sets frustrating, despite excellent technical support from Darwin.
- Users find Darwin somewhat **complex and not user-friendly** , suggesting it could be more interactive for better experience.

#### What Are Recent G2 Reviews of Darwin?

**["Darwin Box- HR Solutions"](https://www.g2.com/survey_responses/darwin-review-11128728)**

**Rating:** 5.0/5.0 stars

_— Verified User in Hospital & Health Care_

[Read full review](https://www.g2.com/survey_responses/darwin-review-11128728)

**["An integrated solution to a management of our processes"](https://www.g2.com/survey_responses/darwin-review-10257773)**

**Rating:** 4.5/5.0 stars

_— Kimberly P._

[Read full review](https://www.g2.com/survey_responses/darwin-review-10257773)

### [Deci AI](https://www.g2.com/products/deci-ai/reviews)

Advancements in AI, powered by deep learning, have triggered groundbreaking innovations. But, long development cycles, high compute costs, and poor inference performance are making it almost impossible for enterprises to productize AI. At Deci, we realized that the solution lay in harnessing the AI itself.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Deci AI?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Deci AI?

- **Seller:** [Deci AI](https://www.g2.com/sellers/deci-ai)
- **Year Founded:** 2019
- **HQ Location:** Tel Aviv, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7a6f51d1f27d05ef1cbe41a296ec17c210a0e64961ae72fe46a4bffbf7adffda&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdeciai%2F%3ForiginalSubdomain%3Dil&secure%5Burl_type%5D=linkedin_company_website)  
30 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 50% Large

#### What Do G2 Reviewers Say About Deci AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Deci AI to be **extremely easy to use** , facilitating seamless development and deployment of AI solutions.
- Users praise the **easy integrations** of Deci AI, enabling seamless development and deployment of AI solutions.
- Users value the **cost efficiency** of Deci AI, leading to enhanced performance without breaking the bank.
- Users highlight the **fast processing** of Deci AI, making it easy to deploy and optimize AI solutions efficiently.
- Users commend the **innovative technology** of Deci AI, enhancing performance and driving efficiency in their workflows.

##### Cons

- Users find the **initial implementation complex** , suggesting a guided setup would greatly enhance their experience.
- Users find the **difficult setup** of Deci AI challenging, especially those new to AI, indicating a need for guidance.
- Users find the **initial implementation complex** , suggesting that a Guided Setup would greatly enhance user experience.

#### What Are Recent G2 Reviews of Deci AI?

**[""Deci AI: Pioneering AI Model Optimization for the Future""](https://www.g2.com/survey_responses/deci-ai-review-10669559)**

**Rating:** 4.0/5.0 stars

_— Vinodh N._

[Read full review](https://www.g2.com/survey_responses/deci-ai-review-10669559)

**["Best AI platform to build and deploy AI Solutions"](https://www.g2.com/survey_responses/deci-ai-review-10542102)**

**Rating:** 5.0/5.0 stars

_— Shivam S._

[Read full review](https://www.g2.com/survey_responses/deci-ai-review-10542102)

- [‹ Prev‹ Prev](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=6#product-list)
- [1](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score#product-list)
- [2](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=2#product-list)
- [3](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=3#product-list)
- [4](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=4#product-list)
- [5](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=5#product-list)
- [6](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=6#product-list)
- 7
- [8](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=8#product-list)
- [9](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=9#product-list)
- [10](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=10#product-list)
- [11](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=11#product-list)
- …
- [69](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=69#product-list)
- [70](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=70#product-list)
- [Next ›Next ›](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=8#product-list)

Spotlight Categories

[Payment Processing Software](https://www.g2.com/categories/payment-processing)

[Spend Management Software](https://www.g2.com/categories/spend-management)

[Managed Detection and Response (MDR) Software](https://www.g2.com/categories/managed-detection-and-response-mdr)

[Applicant Tracking Systems (ATS)](https://www.g2.com/categories/applicant-tracking-systems-ats)

[Board Management Software](https://www.g2.com/categories/board-management)

Similar Categories

- [Active Learning Tools](/categories/active-learning-tools)
- [Agentic AI](/categories/agentic-ai)
- [AI Avatar Generators](/categories/ai-avatar-generators)
- [AI Gateways](/categories/ai-gateways)
- [AI Governance Tools](/categories/ai-governance-tools)

- [AI Note-Taking Software](/categories/ai-note-taking-software)
- [AI Orchestration](/categories/ai-orchestration)
- [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools)
- [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools)
- [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools)

- [AI Security Solutions](/categories/ai-security-solutions)
- [AI Storyboard Generators](/categories/ai-storyboard-generators)
- [AI Voice Assistants](/categories/ai-voice-assistants)
- [AI Voice Dictation](/categories/ai-voice-dictation)
- [AI Writing Assistant](/categories/ai-writing-assistant)

[Browse Data Science and Machine Learning Platforms Themes](/categories/data-science-and-machine-learning-platforms/themes)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated April 22, 2026

Data science and machine learning (DSML) platforms provide tools to build, deploy, and monitor machine learning (ML) algorithms by combining data with intelligent, decision-making models to support business solutions. These platforms may offer prebuilt algorithms and visual workflows for nontechnical users or require more advanced development skills for complex model creation.

Core capabilities of data science and machine learning (DSML) software

To qualify for inclusion in the Data Science and Machine Learning (DSML) Platforms category, a product must:

- Present a way for developers to connect data to algorithms so they can learn and adapt
- Allow users to create ML algorithms and offer prebuilt algorithms for novice users
- Provide a platform for deploying AI at scale

How DSML software differs from other tools

DSML platforms differ from traditional platform-as-a-service (PaaS) offerings by providing ML–specific functionality, such as prebuilt algorithms, model training workflows, and automated features that reduce the need for extensive data science expertise.

Insights from G2 Reviews on DSML software

According to G2 review data, users highlight the value of streamlined model development, ease of deployment, and options that support both nontechnical and advanced practitioners through visual interfaces or coding-based workflows.

Show More