利用规模文档 AI 增强应付账款培训数据：SAP 案例研究
技术
- 分析与建模 - 机器学习
- 功能应用 - 企业资源规划系统 (ERP)
适用行业
- 教育
适用功能
- 采购
- 质量保证
用例
- 虚拟培训
- 视觉质量检测
服务
- 测试与认证
- 培训
关于客户
SAP 是一家领先的软件公司，总部位于德国瓦尔多夫，以开发用于管理业务流程的企业软件和创建促进有效数据处理的解决方案而闻名。 SAP 以其企业资源规划 (ERP) 软件而闻名，旨在帮助各种规模的公司和组织实现业务盈利、持续适应和可持续发展。它们具有广泛的用例，包括文档处理、分析、主数据匹配和流程自动化。在与 Scale 的合作中，他们专注于改进文档处理方面的产品，特别是那些处理发票、采购订单和付款建议的产品。
挑战
SAP 是一家领先的软件公司，在改进其文档处理产品方面面临着挑战，特别是那些处理发票、采购订单和付款建议的产品。该团队拥有大量客户文档，但需要合作伙伴创建一个全面的数据集，以增强其应付账款产品，同时尊重数据所有权、隐私和敏感性。对于高性能模型来说，对高质量数据的需求至关重要。 SAP 需要优质的培训数据来训练模型，以处理和提取英语、德语和西班牙语采购订单和发票中的关键信息。客户数据的可变性（有些客户每周提供数千份文档，而另一些则需要数月时间才能提供相同数量的一小部分），这增加了挑战的复杂性。
解决方案
Scale 凭借其在各种用例中标记数据方面的深厚专业知识，提供了解决方案。该团队提供了跨三种语言、多种文档类型和 200 多个独特字段的高质量标记数据。他们还必须处理包含个人身份信息 (PII)（例如姓名、电话号码和电子邮件）的文档中字段的复杂性。这些需要用语义相似但不同的示例替换，以保护数据隐私。尽管面临这些挑战，Scale 仍以近乎完美的精度交付了标记数据，并快速实现了大批量生产。他们与 SAP 密切合作，了解 SAP 业务文档处理 (BDP) 模型的技术和业务要求，利用机器学习驱动的预标签和 Scale 的全球标签操作相结合来提供高质量的数据。
运营影响
数量效益
Case Study missing?
Start adding your own!
Register with your work email and create a new case study profile for your business.
相关案例.
Case Study
IoT platform Enables Safety Solutions for U.S. School Districts
Designed to alert drivers when schoolchildren are present, especially in low-visibility conditions, school-zone flasher signals are typically updated manually at each school. The switching is based on the school calendar and manually changed when an unexpected early dismissal occurs, as in the case of a weather-event altering the normal schedule. The process to reprogram the flashers requires a significant effort by school district personnel to implement due to the large number of warning flashers installed across an entire school district.
Case Study
Revolutionizing Medical Training in India: GSL Smart Lab and the LAP Mentor
The GSL SMART Lab, a collective effort of the GSL College of Medicine and the GSL College of Nursing and Health Science, was facing a challenge in providing superior training to healthcare professionals. As clinical medicine was becoming more focused on patient safety and quality of care, the need for medical simulation to bridge the educational gap between the classroom and the clinical environment was becoming increasingly apparent. Dr. Sandeep Ganni, the director of the GSL SMART Lab, envisioned a world-class surgical and medical training center where physicians and healthcare professionals could learn skills through simulation training. He was looking for different simulators for different specialties to provide both basic and advanced simulation training. For laparoscopic surgery, he was interested in a high fidelity simulator that could provide basic surgical and suturing skills training for international accreditation as well as specific hands-on training in complex laparoscopic procedures for practicing physicians in India.
Case Study
Implementing Robotic Surgery Training Simulator for Enhanced Surgical Proficiency
Fundacio Puigvert, a leading European medical center specializing in Urology, Nephrology, and Andrology, faced a significant challenge in training its surgical residents. The institution recognized the need for a more standardized and comprehensive training curriculum, particularly in the area of robotic surgery. The challenge was underscored by two independent studies showing that less than 5% of residents in Italian and German residency programs could perform major or complex procedures by the end of their residency. The institution sought to establish a virtual reality simulation lab that would include endourological, laparoscopic, and robotic platforms. However, they needed a simulator that could replicate both the hardware and software of the robotic Da Vinci console used in the operating room, without being connected to the actual physical console. They also required a system that could provide both basic and advanced simulation training, and a metrics system to assess the proficiency of the trainees before they performed surgical procedures in the operating theater.
Case Study
Edinburgh Napier University streamlines long-distance learning with Cisco WebEX
• Geographically dispersed campus made in-person meetings costly and inconvenient.• Distance-learning programs in Malaysia, India, and China required dependable, user-friendly online tools to maximize interaction in collaborative workspaces.• Virtual learning environment required a separate sign-in process, resulting in a significant administrative burden for IT staff and limited adoption of collaboration technology.
Case Study
8x increased productivity with VKS
Before VKS, a teacher would spend a lot of time showing a group of 22 students how to build a set of stairs within a semester of 120 hours. Along with not leaving the teacher much time to provide one-on-one support for each student to properly learn carpentry, it also left a considerable amount of room for error. Key information would be misinterpreted or lost as the class was taught in the typical show-and-tell way.
Case Study
Scalable IoT Empowering GreenFlex's Sustainable Growth
GreenFlex, a company that supports sustainable development, decarbonization, and energy efficiency, faced several challenges in its quest to expand its business. The company needed to deploy a robust and sustainable IoT technology to support its growth. It was crucial for them to monitor and control devices at customer sites in a safe and reliable manner. They also needed to integrate devices across a range of communication protocols and gather and act on data to meet efficiency targets. GreenFlex had previously built IoT capabilities into its digital platform, GreenFlexIQ, to monitor and manage customer sites remotely. However, they soon realized that they needed a new platform to support their ambitions. They needed a platform that could scale to connect more devices for production management and make it easier for the operations team to manage devices in the field.
