# Best Machine Learning Software - Page 7 ## How Many Machine Learning Software Products Does G2 Track? **Total Products under this Category:** 475 ### Category Stats (Aug 2026) - **Average Rating:** 4.33/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** Fireworks AI (+7.87%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month _Last updated: August 06, 2026_ ## How Does G2 Rank Machine Learning Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 16,200+ Authentic Reviews - 475+ 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 Machine Learning Software ![G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence](https://www.g2.com/categories/machine-learning/grids.png?focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=1308795&focus%5B%5D=1311098&focus%5B%5D=87432&focus%5B%5D=67046&focus%5B%5D=989&focus%5B%5D=7150) Highlighted products: Gemini Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Amazon Personalize, Google Cloud TPU, Alteryx, and Dataiku. Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=alteryx&focus%5B%5D=dataiku) **Sponsored** ### SAS Viya SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control. [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=684&secure%5Bchosen_at%5D=2026-08-06T17%3A56%3A34Z&secure%5Bdisplayable_resource_id%5D=684&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=684&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1327283&secure%5Bresource_id%5D=684&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmachine-learning%3FhsCtaTracking%3De32910b2-e9c0-4be2-8a8c-2e113d8d2465%257C97b44770-b983-47e8-ac93-ba8d2705df20%26page%3D7&secure%5Btoken%5D=a282c69e6c4923e989304db1bd8d1bbe5e1b094eb333f49eee8a91db8885786a&secure%5Burl%5D=https%3A%2F%2Fwww.sas.com%2Fgms%2Fredirect.jsp%3Fdetail%3DPLN73455_275629423&secure%5Burl_type%5D=custom_url) ### [Numenta](https://www.g2.com/products/numenta/reviews) Numenta is a machine intelligence solution that delivers capabilities and demonstrates a computing approach based on biological learning principles to help you manage your business. **Average Rating:** 4.9/5.0 **Total Reviews:** 4 #### How Do G2 Users Rate Numenta? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10) - **Ease of Use:** 8.9/10 (Category avg: 8.5/10) - **Quality of Support:** 8.9/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind Numenta? - **Seller:** [Numenta](https://www.g2.com/sellers/numenta) - **Year Founded:** 2005 - **HQ Location:** Redwood City, US - **Twitter:** @Numenta 13,374 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=66ee2adc867d9f4ca3721ac43db682403cac2f7e3e695114475ff434a09d870d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnumenta&secure%5Burl_type%5D=linkedin_company_website) 27 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 25% Large #### What Are Recent G2 Reviews of Numenta? **["Innovative Machine Intelligence: Unleashing Biological Learning Principles"](https://www.g2.com/survey_responses/numenta-review-8892656)** **Rating:** 4.5/5.0 stars _— Prashant J._ [Read full review](https://www.g2.com/survey_responses/numenta-review-8892656) **["Numenta"](https://www.g2.com/survey_responses/numenta-review-7950815)** **Rating:** 5.0/5.0 stars _— Kostas F._ [Read full review](https://www.g2.com/survey_responses/numenta-review-7950815) #### What Are G2 Users Discussing About Numenta? - [What is Numenta used for?](https://www.g2.com/discussions/what-is-numenta-used-for) ### [Shimoku](https://www.g2.com/products/shimoku/reviews) A platform that offers a catalog of Artificial Intelligence powered modules that allow you to optimize every step of your customer lifecycle from lead scoring to churn, including predictions of lifetime value, upselling, cross-selling, discount personalization and more. All with explainability to understand the drivers and barriers. **Average Rating:** 4.6/5.0 **Total Reviews:** 4 #### How Do G2 Users Rate Shimoku? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10) - **Ease of Use:** 9.2/10 (Category avg: 8.5/10) - **Quality of Support:** 9.6/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind Shimoku? - **Seller:** [Shimoku](https://www.g2.com/sellers/shimoku) - **Year Founded:** 2020 - **HQ Location:** Barcelona, ES - **Twitter:** @AiShimoku 223 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=879a4c3a64271dd4e7dd3b43e8f6a970162531d640623f251ba09cd6762995b3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fshimoku%2F&secure%5Burl_type%5D=linkedin_company_website) 9 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 25% Small #### What Are Recent G2 Reviews of Shimoku? **["Best AI tool for ecommerce growth!"](https://www.g2.com/survey_responses/shimoku-review-8363149)** **Rating:** 4.5/5.0 stars _— Abhishek S._ [Read full review](https://www.g2.com/survey_responses/shimoku-review-8363149) **["One of the gem in the market."](https://www.g2.com/survey_responses/shimoku-review-8356025)** **Rating:** 4.5/5.0 stars _— Ashish K._ [Read full review](https://www.g2.com/survey_responses/shimoku-review-8356025) ### [Theano](https://www.g2.com/products/theano/reviews) Theano is a Python library that allows user to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently **Average Rating:** 3.1/5.0 **Total Reviews:** 4 #### How Do G2 Users Rate Theano? - **Has the product been a good partner in doing business?:** 5.8/10 (Category avg: 8.7/10) - **Ease of Use:** 4.2/10 (Category avg: 8.5/10) - **Quality of Support:** 5.0/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.5/10) #### Who Is the Company Behind Theano? - **Seller:** [Theano](https://www.g2.com/sellers/theano) - **HQ Location:** Montreal, Quebec - **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:** 50% Large, 50% Medium #### What Are Recent G2 Reviews of Theano? **["Brilliant"](https://www.g2.com/survey_responses/theano-review-587838)** **Rating:** 4.0/5.0 stars _— Verified User in Higher Education_ [Read full review](https://www.g2.com/survey_responses/theano-review-587838) **["Theano is stable, optimized and fast in performance."](https://www.g2.com/survey_responses/theano-review-4380260)** **Rating:** 4.5/5.0 stars _— Santosh V._ [Read full review](https://www.g2.com/survey_responses/theano-review-4380260) #### What Are G2 Users Discussing About Theano? - [Is theano better than TensorFlow?](https://www.g2.com/discussions/is-theano-better-than-tensorflow) - [Why was theano discontinued?](https://www.g2.com/discussions/why-was-theano-discontinued) - [What programming language did theano use?](https://www.g2.com/discussions/what-programming-language-did-theano-use) ### [Bolt](https://www.g2.com/products/bolt/reviews) Bolt is a discriminative learning of linear predictors (e.g. SVM or Logistic Regression) that uses fast online learning algorithms to aimed large-scale, high-dimensional and sparse machine-learning problems. In particular, problems encountered in information retrieval and natural language processing. **Average Rating:** 3.7/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Bolt? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10) - **Ease of Use:** 6.7/10 (Category avg: 8.5/10) - **Quality of Support:** 10.0/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.5/10) #### Who Is the Company Behind Bolt? - **Seller:** [GitHub](https://www.g2.com/sellers/github) - **Year Founded:** 2008 - **HQ Location:** San Francisco, CA - **Twitter:** @github 2,673,925 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c06a67fd698737e0e0058dd8a6726d5e9af42b7ce88417153ae8028eed3914af&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1418841%2F&secure%5Burl_type%5D=linkedin_company_website) 6,653 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of Bolt? **["Bolt provides a great shopping experience for customers and merchants"](https://www.g2.com/survey_responses/bolt-review-7490561)** **Rating:** 5.0/5.0 stars _— Jamie L._ [Read full review](https://www.g2.com/survey_responses/bolt-review-7490561) **["Helper library for Spark to deal with large data sets"](https://www.g2.com/survey_responses/bolt-review-435337)** **Rating:** 4.5/5.0 stars _— Jaykishan B._ [Read full review](https://www.g2.com/survey_responses/bolt-review-435337) #### What Are G2 Users Discussing About Bolt? - [What is Bolt used for?](https://www.g2.com/discussions/what-is-bolt-used-for) ### [Deep Block](https://www.g2.com/products/deep-block/reviews) Deep Block is the world's fastest AI-powered remote sensing imagery analysis solution. Train your own AI models to detect instantly any objects in large satellite, aerial, and drone images. With its no-code data labeling interface, you can achieve your MLOps projects in days, with no prior expertise required. **Average Rating:** 4.0/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Deep Block? - **Ease of Use:** 8.3/10 (Category avg: 8.5/10) - **Quality of Support:** 8.3/10 (Category avg: 8.4/10) #### Who Is the Company Behind Deep Block? - **Seller:** [Omnis Labs](https://www.g2.com/sellers/omnis-labs) - **Year Founded:** 2018 - **HQ Location:** Mapo-gu, KR - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2d4c354203408cf0d91153315aceac461dcb63e4fe0371585e50a332b577cdc5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdeep-block-net&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of Deep Block? **["Review for Deep block"](https://www.g2.com/survey_responses/deep-block-review-8235714)** **Rating:** 5.0/5.0 stars _— Danyaal S._ [Read full review](https://www.g2.com/survey_responses/deep-block-review-8235714) **["Good usecase"](https://www.g2.com/survey_responses/deep-block-review-8495200)** **Rating:** 4.0/5.0 stars _— SHASHIDHAR KUDARI ._ [Read full review](https://www.g2.com/survey_responses/deep-block-review-8495200) ### [Dlib Machine Learning](https://www.g2.com/products/dlib-machine-learning/reviews) Dlib Machine Learning is a tool that contains a wide range of machine learning algorithms, designed to be highly modular, quick to execute, and simple to use via a clean and modern C++ API and used in a wide range of applications including robotics, embedded devices, mobile phones, and large high performance computing environments. **Average Rating:** 4.7/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Dlib Machine Learning? - **Ease of Use:** 8.3/10 (Category avg: 8.5/10) - **Quality of Support:** 8.3/10 (Category avg: 8.4/10) #### Who Is the Company Behind Dlib Machine Learning? - **Seller:** [DLib](https://www.g2.com/sellers/dlib-0314b630-d622-425f-8a38-3ad5d036e5b1) - **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:** 67% Small, 33% Medium #### What Are Recent G2 Reviews of Dlib Machine Learning? **["it is based on information to understand the machine operation."](https://www.g2.com/survey_responses/dlib-machine-learning-review-4405816)** **Rating:** 5.0/5.0 stars _— Wiliam A._ [Read full review](https://www.g2.com/survey_responses/dlib-machine-learning-review-4405816) **["It is based on a data science and machine learning tool."](https://www.g2.com/survey_responses/dlib-machine-learning-review-4396463)** **Rating:** 5.0/5.0 stars _— Emiley H._ [Read full review](https://www.g2.com/survey_responses/dlib-machine-learning-review-4396463) ### [GraphLab Create API](https://www.g2.com/products/graphlab-create-api/reviews) GraphLab Create is a Python library, backed by a C++ engine, for quickly building large-scale, high-performance data products. **Average Rating:** 4.8/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate GraphLab Create API? - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.7/10) - **Ease of Use:** 10.0/10 (Category avg: 8.5/10) - **Quality of Support:** 8.3/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind GraphLab Create API? - **Seller:** [GraphLab Create API](https://www.g2.com/sellers/graphlab-create-api) - **HQ Location:** Pittsburgh, PA - **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:** 67% Large, 33% Small #### What Are Recent G2 Reviews of GraphLab Create API? **["User Experience of GraphLab Create"](https://www.g2.com/survey_responses/graphlab-create-api-review-257220)** **Rating:** 5.0/5.0 stars _— Gaurav L._ [Read full review](https://www.g2.com/survey_responses/graphlab-create-api-review-257220) **["Excellent Python library for data analysis and machine learning"](https://www.g2.com/survey_responses/graphlab-create-api-review-7908373)** **Rating:** 5.0/5.0 stars _— Liliana D._ [Read full review](https://www.g2.com/survey_responses/graphlab-create-api-review-7908373) #### What Are G2 Users Discussing About GraphLab Create API? - [What is GraphLab Create API used for?](https://www.g2.com/discussions/what-is-graphlab-create-api-used-for) ### [Intel DevCloud for the Edge](https://www.g2.com/products/intel-devcloud-for-the-edge/reviews) Learn, test and prototype AI inference workloads using Intel® DevCloud for the Edge, which includes a preinstalled and preconfigured version of the Intel® Distribution of OpenVINO™ toolkit and AI pipeline software. Access tutorials, sample applications and pretrained models via a Jupyter Notebook environment and execute workloads on a wide range of Intel® hardware. **Average Rating:** 3.5/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Intel DevCloud for the Edge? - **Ease of Use:** 6.7/10 (Category avg: 8.5/10) - **Quality of Support:** 8.3/10 (Category avg: 8.4/10) #### Who Is the Company Behind Intel DevCloud for the Edge? - **Seller:** [Intel Corporation](https://www.g2.com/sellers/intel-corporation) - **Year Founded:** 1968 - **HQ Location:** Santa Clara, CA - **Twitter:** @intel 4,467,591 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ffa114db2dc7a0181ce6c8d6339b78011d53549a79f5a963a5be775c2cfb5de7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1053%2F&secure%5Burl_type%5D=linkedin_company_website) 106,198 employees on LinkedIn® - **Ownership:** NASDAQ:INTC #### Who Uses This Product? - **Company Size:** 100% Small #### What Do G2 Reviewers Say About Intel DevCloud for the Edge? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **accessible cloud storage** of Intel DevCloud for the Edge, enhancing their AI model development experience. - Users value the **ease of use** of Intel DevCloud for the Edge, enabling quick deployment and testing of AI models. - Users value the **remote access to hardware** of Intel DevCloud for the Edge, enhancing development flexibility and efficiency. - Users value the **quick testing and optimization of AI models** on real Intel hardware without upfront costs. - Users value the **model variety** in Intel DevCloud for the Edge, enabling fast testing and optimization on real Intel hardware. ##### Cons - Users experience **lagging issues** with Intel DevCloud for the Edge, particularly during peak usage and remote access. - Users often experience **slow performance** during peak times, impacting the usability of Intel DevCloud for the Edge. - Users often experience **slow speeds** during peak usage, which hinders their overall performance on Intel DevCloud for the Edge. #### What Are Recent G2 Reviews of Intel DevCloud for the Edge? **["Development and deployment using Intel DevCloud"](https://www.g2.com/survey_responses/intel-devcloud-for-the-edge-review-8214169)** **Rating:** 4.5/5.0 stars _— Piyush R._ [Read full review](https://www.g2.com/survey_responses/intel-devcloud-for-the-edge-review-8214169) ### [Megaladata](https://www.g2.com/products/megaladata/reviews) The low code Megaladata platform empowers business users by making advanced analytics accessible. - Visual design of complex data analysis models with no involvement of the IT department and no need for programming. - Over 60 ready-to-use processing components. - Easy integration with various sources. - Fast processing of large datasets achieved through in-memory computing and parallelism. - Reusable components that facilitate accumulation of business expertise. - Advanced visualization — OLAP cubes, tables, charts, and other specialized tools. Megaladata minimizes the time between hypothesis testing and a fully functional business process. **Average Rating:** 4.9/5.0 **Total Reviews:** 8 #### How Do G2 Users Rate Megaladata? - **Ease of Use:** 9.0/10 (Category avg: 8.5/10) - **Quality of Support:** 9.5/10 (Category avg: 8.4/10) #### Who Is the Company Behind Megaladata? - **Seller:** [Megaladata](https://www.g2.com/sellers/megaladata) - **HQ Location:** Neu-Isenburg, DE - **Twitter:** @megaladata\_com 5 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=061b6364dee02e318c6fe6a8a981f8186c4715e88c17473ba2dbf3c2024fa4de&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmegaladata&secure%5Burl_type%5D=linkedin_company_website) 5 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 88% Small, 13% Medium #### What Are Recent G2 Reviews of Megaladata? **["Reusable Components and Nice Performance"](https://www.g2.com/survey_responses/megaladata-review-12780960)** **Rating:** 5.0/5.0 stars _— Vitali M._ [Read full review](https://www.g2.com/survey_responses/megaladata-review-12780960) **["Megaladata is a platform for any time of on-time analytics"](https://www.g2.com/survey_responses/megaladata-review-12752778)** **Rating:** 5.0/5.0 stars _— Vartan G._ [Read full review](https://www.g2.com/survey_responses/megaladata-review-12752778) ### [metric-learn](https://www.g2.com/products/metric-learn/reviews) metric-learn is the sub-field of machine learning dedicated to automatically constructing optimal distance metrics. **Average Rating:** 4.0/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate metric-learn? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10) - **Ease of Use:** 9.4/10 (Category avg: 8.5/10) - **Quality of Support:** 6.1/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind metric-learn? - **Seller:** [metric-learn](https://www.g2.com/sellers/metric-learn) - **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:** 67% Medium, 33% Large #### What Do G2 Reviewers Say About metric-learn? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **versatility of weakly supervised metric learning** , enabling it to handle various judgment types and data objects. - Users value the **high-quality, well-tested metrics** provided by metric-learn, enhancing their machine learning projects. ##### Cons - Users find the **poor documentation** of metric-learn lacking in necessary algorithm details, hindering effective use. #### What Are Recent G2 Reviews of metric-learn? **["Machine Learning library for Python"](https://www.g2.com/survey_responses/metric-learn-review-847206)** **Rating:** 4.0/5.0 stars _— Kevin T._ [Read full review](https://www.g2.com/survey_responses/metric-learn-review-847206) **["Good open source library for several ML algorithms"](https://www.g2.com/survey_responses/metric-learn-review-10458693)** **Rating:** 4.5/5.0 stars _— Verified User in Computer & Network Security_ [Read full review](https://www.g2.com/survey_responses/metric-learn-review-10458693) #### What Are G2 Users Discussing About metric-learn? - [What is metric-learn used for?](https://www.g2.com/discussions/what-is-metric-learn-used-for) ### [NGC](https://www.g2.com/products/nvidia-ngc/reviews) NGC is the hub for GPU-optimized software for deep learning, machine learning, and high-performance computing (HPC) that takes care of all the plumbing so data scientists, developers, and researchers can focus on building solutions, gathering insights, and delivering business value. **Average Rating:** 3.7/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate NGC? - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10) - **Ease of Use:** 7.2/10 (Category avg: 8.5/10) - **Quality of Support:** 8.3/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind NGC? - **Seller:** [NVIDIA](https://www.g2.com/sellers/nvidia) - **Year Founded:** 1993 - **HQ Location:** Santa Clara, CA - **Twitter:** @nvidia 2,582,827 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=78ee5403fa8a1bf981ce9ddbc58839ffedf0b07ab7bb703e5734e5f87464a603&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3608%2F&secure%5Burl_type%5D=linkedin_company_website) 48,229 employees on LinkedIn® - **Ownership:** NVDA #### Who Uses This Product? - **Company Size:** 67% Small, 33% Medium #### What Are Recent G2 Reviews of NGC? **["Nvidia NGC: A Game-Changer !!!"](https://www.g2.com/survey_responses/ngc-review-10173512)** **Rating:** 4.0/5.0 stars _— Vijudev V._ [Read full review](https://www.g2.com/survey_responses/ngc-review-10173512) **["It was a smooth experience"](https://www.g2.com/survey_responses/ngc-review-9578838)** **Rating:** 4.0/5.0 stars _— Sarvesh B._ [Read full review](https://www.g2.com/survey_responses/ngc-review-9578838) ### [Project Custom Decision](https://www.g2.com/products/project-custom-decision/reviews) Azure Custom Decision Service helps you create intelligent systems with a cloud-based contextual decision-making API that sharpens with experience. **Average Rating:** 3.7/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Project Custom Decision? - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10) - **Ease of Use:** 5.8/10 (Category avg: 8.5/10) - **Quality of Support:** 6.7/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.5/10) #### Who Is the Company Behind Project Custom Decision? - **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft) - **Year Founded:** 1975 - **HQ Location:** Redmond, Washington - **Twitter:** @microsoft 13,091,739 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9458f51bd6ded48ad432a804f19ad736469f007787569b63827154231c315630&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmicrosoft%2F&secure%5Burl_type%5D=linkedin_company_website) 231,632 employees on LinkedIn® - **Ownership:** MSFT #### Who Uses This Product? - **Company Size:** 33% Large, 33% Medium #### What Are Recent G2 Reviews of Project Custom Decision? **["Azure Custom Decision Service makes Selecting end-point content a breeze"](https://www.g2.com/survey_responses/project-custom-decision-review-6498301)** **Rating:** 4.0/5.0 stars _— Verified User in Computer Software_ [Read full review](https://www.g2.com/survey_responses/project-custom-decision-review-6498301) #### What Are G2 Users Discussing About Project Custom Decision? - [What is Azure Custom Decision Service used for?](https://www.g2.com/discussions/what-is-azure-custom-decision-service-used-for) ### [Saul](https://www.g2.com/products/saul/reviews) Saul is a modeling language implemented as a domain specific language (DSL) in Scala that facilitate designing machine learning models with arbitrary configurations for the application programmer, including, interacting with raw data and setting it in a flexible graph structure (i.e. data model) using the original available data structures, relational feature extraction by flexible querying from the data model graph and designing flexible learning models including various configurations in which learners interact. **Average Rating:** 4.7/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Saul? - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10) - **Ease of Use:** 8.9/10 (Category avg: 8.5/10) - **Quality of Support:** 8.9/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.2/10 (Category avg: 8.5/10) #### Who Is the Company Behind Saul? - **Seller:** [Saul](https://www.g2.com/sellers/saul) - **HQ Location:** Philadelphia, PA - **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:** 67% Small, 33% Large #### What Are Recent G2 Reviews of Saul? **["Awesome, free, Learning Based Programming!"](https://www.g2.com/survey_responses/saul-review-919499)** **Rating:** 5.0/5.0 stars _— Tony D._ [Read full review](https://www.g2.com/survey_responses/saul-review-919499) **["Saul Review"](https://www.g2.com/survey_responses/saul-review-5321068)** **Rating:** 5.0/5.0 stars _— Carla S._ [Read full review](https://www.g2.com/survey_responses/saul-review-5321068) #### What Are G2 Users Discussing About Saul? - [What is Saul used for?](https://www.g2.com/discussions/what-is-saul-used-for) ### [Shield AI](https://www.g2.com/products/shield-ai/reviews) Shield AI develops robots that are adaptable and capable of succeeding in the face of unanticipated challenges. **Average Rating:** 5.0/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Shield AI? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10) - **Ease of Use:** 9.2/10 (Category avg: 8.5/10) - **Quality of Support:** 9.2/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind Shield AI? - **Seller:** [Shield AI](https://www.g2.com/sellers/shield-ai) - **Year Founded:** 2015 - **HQ Location:** San Diego, California, United States - **Twitter:** @shieldaitech 17,117 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=426ba5c7246aab728db60320a11e7944ec3f8401c9e76f23dba4fbd62788cde2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fshield-ai&secure%5Burl_type%5D=linkedin_company_website) 997 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 67% Medium, 33% Small #### What Are Recent G2 Reviews of Shield AI? **["Shield - AI"](https://www.g2.com/survey_responses/shield-ai-review-8392820)** **Rating:** 5.0/5.0 stars _— Pranathi G._ [Read full review](https://www.g2.com/survey_responses/shield-ai-review-8392820) **["Regards Shield AI"](https://www.g2.com/survey_responses/shield-ai-review-8372042)** **Rating:** 5.0/5.0 stars _— Ibramsha M._ [Read full review](https://www.g2.com/survey_responses/shield-ai-review-8372042) ### [Sparkling Water](https://www.g2.com/products/sparkling-water/reviews) Sparkling Water allows users to combine the fast, scalable machine learning algorithms of H2O with the capabilities of Spark. Spark is an elegant and powerful general-purpose, open-source, in-memory platform with tremendous momentum. H2O is an in-memory platform for machine learning that is reshaping how people apply math and predictive analytics to their business problems. Integrating these two open-source environments provides a seamless experience for users who want to make a query using Spark SQL, feed the results into H2O to build a model and make predictions, and then use the results again in Spark. For any given problem, better interoperability between tools provides a better experience. **Average Rating:** 4.7/5.0 **Total Reviews:** 3 #### How Do G2 Users Rate Sparkling Water? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10) - **Ease of Use:** 10.0/10 (Category avg: 8.5/10) - **Quality of Support:** 5.8/10 (Category avg: 8.4/10) - **Ease of Admin:** 7.5/10 (Category avg: 8.5/10) #### Who Is the Company Behind Sparkling Water? - **Seller:** [H2O.ai](https://www.g2.com/sellers/h2o-ai) - **Year Founded:** 2012 - **HQ Location:** Mountain View, CA - **Twitter:** @h2oai 25,222 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d72fb266ff2f8efb8990d0c7b8b943f3c10fcf2a5cd1ebcfe2cd78771100200f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2820918%2F&secure%5Burl_type%5D=linkedin_company_website) 345 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 67% Small, 33% Medium #### What Do G2 Reviewers Say About Sparkling Water? _AI-generated summary from verified user reviews_ ##### Pros - Users find Sparkling Water very **easy to use** , making it a practical choice for hydration on-the-go. #### What Are Recent G2 Reviews of Sparkling Water? **["ML in distributed env like Spark? Hello Sparkling Water"](https://www.g2.com/survey_responses/sparkling-water-review-4802169)** **Rating:** 4.0/5.0 stars _— Anson A._ [Read full review](https://www.g2.com/survey_responses/sparkling-water-review-4802169) **["Amazing as a software package in R"](https://www.g2.com/survey_responses/sparkling-water-review-683829)** **Rating:** 5.0/5.0 stars _— Amar C._ [Read full review](https://www.g2.com/survey_responses/sparkling-water-review-683829) #### What Are G2 Users Discussing About Sparkling Water? - [What does Sparkling Water do?](https://www.g2.com/discussions/sparkling-water-what-does-sparkling-water-do) - [What does Sparkling Water do?](https://www.g2.com/discussions/what-does-sparkling-water-do) - [What is sparkling water machine learning?](https://www.g2.com/discussions/what-is-sparkling-water-machine-learning) - [What is Spark for water?](https://www.g2.com/discussions/what-is-spark-for-water) - [What is Sparkling Water software?](https://www.g2.com/discussions/what-is-sparkling-water-software) - [‹ Prev‹ Prev](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=6#product-list) - [1](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score#product-list) - [2](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=2#product-list) - [3](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=3#product-list) - [4](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=4#product-list) - [5](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=5#product-list) - [6](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=6#product-list) - 7 - [8](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=8#product-list) - [9](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=9#product-list) - [10](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=10#product-list) - [11](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=11#product-list) - … - [31](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=31#product-list) - [32](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=32#product-list) - [Next ›Next ›](/categories/machine-learning?hsCtaTracking=e32910b2-e9c0-4be2-8a8c-2e113d8d2465%7C97b44770-b983-47e8-ac93-ba8d2705df20&order=g2_score&page=8#product-list) Spotlight Categories [Environmental Health and Safety Software](https://www.g2.com/categories/environmental-health-and-safety) [Purchasing Software](https://www.g2.com/categories/purchasing-software) [Product Lifecycle Management (PLM) Software](https://www.g2.com/categories/product-lifecycle-management-plm) [Electronic Data Interchange (EDI) Software](https://www.g2.com/categories/electronic-data-interchange-edi) [Anti Money Laundering Software](https://www.g2.com/categories/anti-money-laundering) 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 Machine Learning Themes](/categories/machine-learning/themes) ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi") SJ Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi) Updated April 9, 2026 Machine learning software leverages algorithms that learn and adapt from data to automate complex decision-making and generate predictions, improving speed and accuracy of outputs over time as the application ingests more training data, with applications spanning process automation, customer service, security risk identification, and contextual collaboration. ### Core Capabilities of Machine Learning Software To qualify for inclusion in the Machine Learning category, a product must: - Offer an algorithm that learns and adapts based on data - Consume data inputs from a variety of data pools - Ingest data from structured, unstructured, or streaming sources including local files, cloud storage, databases, or APIs - Be the source of intelligent learning capabilities for applications - Provide an output that solves a specific issue based on the learned data ### Common Use Cases for Machine Learning Software Machine learning platforms are used across industries to power intelligent automation and predictive capabilities. Common use cases include: - Automating complex decisions in financial services, healthcare, and agriculture - Powering the backend AI that end users interact with in customer-facing applications - Building and training models for security risk identification and fraud detection ### How Machine Learning Software Differs from Other Tools End users of machine learning-powered applications do not interact with the algorithm directly, machine learning powers the backend AI layer that users engage with. Machine learning platforms differ from [machine learning operationalization (MLOps) platforms](https://www.g2.com/categories/mlops-platforms) by focusing on model development and training rather than deployment monitoring and lifecycle management. ### Insights from G2 on Machine Learning Software Based on category trends on G2, flexible data ingestion and model accuracy improvements over time stand out as the most valued capabilities. Ease of integration with existing data infrastructure and the breadth of supported algorithms stand out as key decision factors. Show More