Best Machine Learning Software - Page 66

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,246

Category Stats (Nov 2026)

  • Average Rating: 4.34/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+1.96%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 17,600+ Authentic Reviews
  • 1,246+ 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

Highlighted products: Gemini platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Google Cloud Recommendations AI, Alteryx, Amazon Personalize, and Google Cloud TPU.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu)

Ramanlabs

Ramanlabs is a technology company based in Chandigarh, India, dedicated to enabling machine learning (ML) applications on consumer-grade hardware with minimal software requirements. Their focus is on providing high-speed, pre-trained ML modules with a minimalist API, making it accessible for developers, hobbyists, and tinkerers to integrate advanced ML functionalities into their existing applications. Key Features and Functionality: - Speed: Achieves real-time performance even with high-resolution data on standard consumer CPUs. - Simplicity: Offers a clean and minimalistic API, allowing integration of ML modules with just a few lines of code. - Robustness: Designed to handle large-scale and resolution variations, effectively processing both selfie videos and high-resolution footage. - Versatility: Operates with Python 3 and Numpy, enabling deployment across various platforms, from Virtual Private Servers (VPS) to local systems. - Adaptability: Scales performance based on the computing power of the system, utilizing powerful CPUs or GPUs for larger workloads to minimize latency. Primary Value and User Solutions: Ramanlabs addresses the challenge of integrating machine learning capabilities into applications without the need for extensive computational resources or complex software setups. By offering high-speed, pre-trained ML modules with a straightforward API, they empower users to enhance their applications with advanced ML functionalities efficiently. This approach democratizes access to machine learning, enabling a broader range of users to leverage ML technologies without significant investment in specialized hardware or software development.

Who Is the Company Behind Ramanlabs?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

Rapidminer SLC

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

Average Rating: 4.1/5.0

Total Reviews: 12

How Do G2 Users Rate Rapidminer SLC?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.7/10)
  • Ease of Use: 8.0/10 (Category avg: 8.5/10)
  • Quality of Support: 7.4/10 (Category avg: 8.4/10)
  • Ease of Admin: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Rapidminer SLC?

Who Uses This Product?

  • Company Size: 75% Small, 17% Medium

What Do G2 Reviewers Say About Rapidminer SLC?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the smooth big data handling of Rapidminer SLC, transforming messy data into valuable insights effortlessly.
  • Users commend the responsive customer support of Rapidminer SLC, appreciating quick resolutions to their queries.
  • Users value the smooth data import process of Rapidminer SLC, allowing seamless connectivity and transformation of messy data.
  • Users commend the ease of installation for Rapidminer SLC, facilitating quick access to its features.
  • Users find the ease of use in Rapidminer SLC familiar and intuitive, enhancing their experience with analytics.
Cons
  • Users find the complexity of finding specific information challenging due to overwhelming search results and Python integration.
  • Users find the limited features of Rapidminer SLC restrict functionality compared to SAS software, impacting their experience.
  • Users find the help resources inadequate, making it difficult to identify missing functionalities in Rapidminer SLC.
  • Users face a steep learning curve in finding specific solutions for Rapidminer SLC and Altair Analytics Workbench online.
  • Users find Rapidminer SLC not user-friendly, struggling with difficult navigation and overwhelming search results.

What Are Recent G2 Reviews of Rapidminer SLC?

RationalGo

RationalGo is an AI platform that helps founders, creators, and small businesses build websites and reach potential customers from one workspace. Users can create and publish landing pages, online stores, booking sites, dashboards, and internal tools by describing what they need in plain language. No coding is required, and changes can be made through conversational instructions. Beyond website creation, RationalGo helps businesses find prospects, run email outreach, automate follow-ups, and manage replies. Its AI social media manager creates and schedules posts in a brand’s voice across Instagram, LinkedIn, and Facebook, and responds to comments and direct messages. By combining website building, customer outreach, and social media management, RationalGo helps businesses launch their online presence and manage ongoing marketing with less manual work.

Who Is the Company Behind RationalGo?

REAP

REAP is an AI-powered real estate analytics platform designed for serious investors seeking to make smarter, data-driven decisions. By analyzing over 50,000 properties nationwide, REAP enables users to underwrite deals in minutes, monitor portfolios in real-time, and uncover opportunities that others might miss. The platform caters to real estate agents, brokerages, investors, property managers, and wholesalers, offering tools that streamline the investment process and enhance decision-making. Key Features and Functionality: - AI-Powered Underwriting: Provides instant property valuations and deal analyses using machine learning trained on thousands of real transactions. - Portfolio Analytics: Offers real-time dashboards, Net Operating Income (NOI) tracking, and automated reporting to monitor portfolio performance. - Market Intelligence: Utilizes predictive analytics to identify emerging neighborhoods and off-market opportunities before they become mainstream. - Automated Reports: Generates professional investment memos, rent rolls, and financial projections in seconds, reducing manual effort. - Team Collaboration: Facilitates deal sharing, task assignments, and workflow management to keep teams aligned and efficient. - API & Integrations: Seamlessly connects with existing tools such as Yardi, AppFolio, and QuickBooks for a cohesive workflow. Primary Value and User Solutions: REAP addresses the challenges real estate professionals face in rapidly analyzing and managing investment properties. By automating underwriting processes, providing accurate valuations, and offering comprehensive portfolio insights, REAP significantly reduces the time and effort required for deal analysis. This empowers users to act on opportunities faster than the competition, make informed investment decisions, and ultimately achieve better financial outcomes. With its AI-driven approach, REAP ensures that investors have access to precise, up-to-date information, enhancing their ability to navigate the dynamic real estate market effectively.

Who Is the Company Behind REAP?

Rebar

Who Is the Company Behind Rebar?

  • Seller: Rebar
  • Year Founded: 2024
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    53 employees on LinkedIn®

RedIQ

Who Is the Company Behind RedIQ?

  • Seller: RedIQ
  • Year Founded: 2012
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

ReFocus AI

ReFocus is an AI-powered sales plugin for insurance professionals. Use the customer data your business already has to identify purchasing behavior and purchasing timeframe. Find the money left on the table - and help increase revenue by as much as 60%.

Who Is the Company Behind ReFocus AI?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026