數據豐富
透過檢索與查詢或不完整資料集相關的新資料並將其置於上下文中來擴充資料。
走出炒作週期,建構以商業為導向的生成式 AI 。 Altair® RapidMiner® 的生成式 AI 工具使用戶可以輕鬆存取成千上萬的大型語言模型 (LLM)。 我們的擴充功能多樣且可自訂,為生成式 AI 功能提供了安全、經濟、易用的方式。
查看我們的說明,實作生成式 AI 。
我們的生成式 AI 擴展將 Altair RapidMiner 使用者與超過 450,000 個開放原始碼 LLM 在 Hugging Face 上連接。 該擴充功能還可以存取市場上最大型號的公開版本,如 ChatGPT。 從預先訓練好的模型中挑選適合特定任務的模型,或選擇最大的模型。 Altair RapidMiner 可以做到這兩點,甚至更多,而不需要使用者編寫程式。
Altair RapidMiner 擴展功能支援檢索增強式生成 (RAG),這是一個深度過程,將模型的參考框架限制在真實和經過審核的資訊上。 RAG 可為查詢新增上下文,進而提高查詢結果的準確性,並降低 AI「幻覺」的可能性。使用我們的生成式 AI 工具,獲得值得信賴的結果。
與從頭開始建立生成式 AI 功能不同,使用者可以立即為組織中的所有 Altair RapidMiner 使用者部署 Altair 的擴展,而無需使用額外的 Altair Units 或編寫指令列程式碼。 我們會管理技術 ,這樣您就可以專注於您的業務。
除了在 Hugging Face 和 ChatGPT 上使用開箱即用的模型外, Altair RapidMiner 還能快速、輕鬆地對現有 LLM 進行微調。 微調提高了結果的相關性和輸出的準確性,這是企業級應用程式的關鍵。 透過執行本地儲存在 Altair® AI Hub 中的模型的分支副本,保護您的 IP 並提高安全性™。
機器學習擅長分類、迴歸分析、聚類。 機器學習演算法是強大的工具,但其輸出是有限的。 生成式 人工智慧 則不然。 Altair 的生成式 AI 擴充功能可以創建各種基於文字的內容類型,使用者可以為各種任務進行客製化。 Altair RapidMiner 套件使用者可以使用我們的工具:
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.