数据丰富
通过检索与查询或不完整数据集相关的新数据并将其置于上下文中来扩充数据。
走出炒作周期,构建以商业为导向的生成式 AI。 Altair® RapidMiner® 的生成式 AI 工具使用户可以轻松访问成千上万的大型语言模型 (LLM)。 我们的扩展功能多样且可定制,为生成式 AI 功能提供了一种安全、经济、易用的方式。
查看我们的说明,实现生成式 AI 。
我们的生成式 AI 扩展将 Altair RapidMiner 用户与超过 450,000 个开源 LLM 在 Hugging Face 上连接起来。 该扩展还可以访问市场上最大型号的公开版本,如 ChatGPT。 从预先训练好的模型中挑选适合特定任务的模型,或者选择最大的模型。 Altair RapidMiner 可以做到这两点,甚至更多,而不需要用户编码。
Altair RapidMiner 扩展支持检索增强生成 (RAG),这是一个低于表面的过程,将模型的参考框架限制在真实和经过审核的信息上。 RAG 可为查询添加上下文,从而提高查询结果的准确性,降低 AI "幻觉 "的可能性。使用我们的生成式 AI 工具,获得值得信赖的结果。
与从头构建生成式 AI 功能不同,用户可以立即为组织中的所有 Altair RapidMiner 用户部署 Altair 的扩展,而无需绘制额外的 Altair Units 或编写行代码。 我们会管理技术,这样您就可以专注于您的工作。
除了在 Hugging Face 和 ChatGPT 上使用开箱即用的模型外,Altair RapidMiner 还能快速、轻松地对现有 LLM 进行微调。 微调提高了结果的相关性和输出的准确性,这是企业级应用程序的关键。 通过运行本地存储在 Altair® AI Hub 中的模型的分支副本,保护您的 IP 并提高安全性™。
机器学习擅长分类、回归分析和聚类。 机器学习算法是强大的工具,但其输出是有限的。 生成式人工智能则不然。 Altair 的生成式 AI 扩展可以创建各种基于文本的内容类型,用户可以为各种任务进行定制。 Altair RapidMiner 套件用户可以使用我们的工具:
In this eGuide, we’ll provide a levelheaded, easy-to-understand overview of generative AI technology – what it is, where it came from, how it works, and what it can (and can’t) do. We’ll go over the considerations and responsibilities of any enterprise implementing generative AI, including how to access it, the risks and costs involved, and critically, the tasks at which generative AI excels. We’ll compare generative AI’s strongest use cases to problems that are still better suited to other kinds of machine learning algorithms and outline why it’s important to pick the right tool for the job. Finally, we’ll break down niche use cases industry by industry, highlighting opportunities in each field.
With the emergence of ChatGPT we have reached another pivotal moment with AI. At the very least, it has unlocked a next-level fever of interest in AI and potentially the ability to disrupt whole industries. This has arguably most organizational leaders wondering, how might this impact my business. In this panel discussion, we will explore the potential impact on manufacturers.
Moderated by Anthony McLoughlin I VP, Sales Data Analytics and AI, Aerospace I Altair
Panelists:
Naresh R. Jasotani I AI/ML Innovations Lead-Automotives, US I Google Cloud
Dr. Ingo Mierswa I Senior Vice President, Product Development I Altair
Mark Do Couto I Senior Vice President, Data Analytics I Altair
Mahshid Shirani I Data Science Manager I Altair
Presented at the ATCx AI for Engineers in July 2023, 38 mins
The presentation is in English by default. The following languages are available by clicking on Audio Description ('AD') on the video screen: CN, KR, JP, ES, and PT.
Altair RapidMiner is unrivaled in its ability to eliminate the organizational friction between people, the technical friction between tools, and the financial friction between aspiration and reality. Our solutions empower your employees, regardless of their skill level, to master the analytics lifecycle, from data ingestion and modeling to operationalization and reporting. Our platform delivers the tools you need to go from idea to insight. The result is a data analytics ecosystem that meets you where you are, and evolves with you, wherever you go in the future.
The Altair RapidMiner platform delivers practical, scalable generative AI capabilities without the complexity. With only three clicks, business users and analysts without specialized training can build and deploy custom generative AI models. Access the nearly 400,000 large language models available on Hugging Face. Incorporate public models, including ChatGPT, and fine tune them to your requirements without writing any code. The Altair RapidMiner platform enables global enterprises to develop sophisticated models that help them innovate faster, increase sales, reduce churn, improve security, enhance customer experiences, and lower operating costs.