下载PDF
How Pachyderm Is Used to Support Adarga in Analyzing Huge Volumes of Information
技术
- 分析与建模 - 机器学习
- 分析与建模 - 自然语言处理 (NLP)
- 平台即服务 (PaaS) - 数据管理平台
适用行业
- 国家安全与国防
- Software
适用功能
- 产品研发
- 质量保证
服务
- 数据科学服务
- 软件设计与工程服务
挑战
Adarga 是一家 AI 软件开发公司,为组织提供构建和维护动态情报图的能力。其 AI 分析平台以人类无法实现的速度处理大量非结构化数据,例如报告、全球新闻提要、演示文稿、视频、音频文件等。该软件提取上下文中的重要事实,并以易于理解的方式呈现它们,以快速解锁可操作的见解并实现更自信的决策。然而,该公司在开发、训练、生产化和扩展必要的数据模型方面面临挑战。他们需要一种能够推动数据一致性、理解沿袭并实现模型扩展的解决方案。
关于客户
Adarga 是英国领先的国防和国家安全人工智能软件开发商之一。其强大的知识平台能够以人类无法企及的速度处理大量信息(全球新闻提要、内部 PowerPoint 和 PDF 等)。利用最先进的人工智能,可以从信息中提取出基本事实,并以各种易于理解的格式呈现给用户,大规模解锁相关、有见地且可操作的情报,从而使组织能够降低风险、快速采取行动并获得竞争优势。
解决方案
Adarga 选择 Pachyderm 作为其 MLOps 的一个关键方面,以推动数据一致性、了解谱系并实现模型扩展。Pachyderm 在模型实验期间提供了对数据谱系的清晰理解,为 Adarga 的数据科学家提供了可追溯性和可重复性所需的洞察力。这有效地为 Adarga 创建了一个受控环境,使团队能够快速评估和了解模型开发。Pachyderm 还为数据处理提供了几个关键优势。它只在添加新数据时处理它,而不是重新运行整个数据集,从而显著缩短了总体处理时间。它还允许团队切换和扩展数据集而不会影响底层架构。Pachyderm 还允许团队利用并行处理和 GPU 资源共享来加快开发速度。
运营影响
数量效益
相关案例.
Case Study
Data Capture for Afghanistan Forces
Electronic equipments on the field of Afghanistan provided information on the status of the vehicle and to identify potential threats surrounding it to the British Force. The monitoring and interpretation of this data requires robust and sophisticated digitization for data capture and communication.
Case Study
Major Aerospace Company Automates Asset Management
The O&M division of an aerospace and global security company was using spreadsheets to manually track more than 3,000 assets assigned to students and staff. Maintaining audit trails for this high volume of equipment became increasingly time-consuming and challenging. The chore involved knowing precisely what equipment was on hand, what had been issued, its location and the name of the custodial owner of each item. Every aspect of this task was carried owner of each item. Every aspect of this task was carried out by individuals with spreadsheets. Manually documenting the full lifecycle of each asset added to the burden. This included tracking maintenance requirements and records, incidents and damages, repairs, calibrations, depreciation, and end-of-life data.
Case Study
Securing a Large Data Center in the EMEA Region: An IoT Case Study
A leading data-center operator in the EMEA region, with multiple facilities spanning over 25,000 square meters, faced significant security challenges. The operator experienced interruptions in their internal IT network due to unsupervised work of third-party technicians. Despite having a high-end building control system that provided 24x7 monitoring and control to all the building’s infrastructure, the data center was vulnerable from a cyber perspective as it was connected to the IT network infrastructure. The operator launched an urgent OT cyber security project that included both IT-OT network segmentation and OT network asset mapping and anomaly detection. The main objectives were to harden the security of the server systems, secure the facility’s power supply and server cooling system, strengthen the segmentation between building and operational systems, create a visual OT network map, and set up a system for presenting supply-chain attacks that may threaten the data center through equipment vendors’ maintenance activities.
Case Study
Enhancing Security Precision with IoT: A Case Study of Guardsman Group
Guardsman Group, a leading security company in the Caribbean, faced a significant challenge in maintaining the security of its digital infrastructure. The company provides security equipment, personnel, and systems for various businesses across the region. However, one of its offices experienced a security incident that affected all communications at that location. The existing security tools were not sufficient to provide the necessary protection, and it took hours to identify the source of the issue. This incident highlighted the need for a dynamic solution that could proactively identify threats. The company's primary concern was any disruption to its business, as it manages a significant portion of Jamaica's money and cannot afford for its operations to go down.
Case Study
LoRaWAN - Helping citizens and organizations to reduce environmental impact
More and more, our world is becoming aware about the environmental print that comes with population growth, limitation of resources, climate change and the need for sustainability. The biggest challange here was to raise awareness among citizens and organizations about their environmental impact, and to help themto reduce it in a sustainable way with the help of Real time data.
Case Study
Enhancing City Security through IoT: A Case Study of Atlanta
The city of Atlanta, with a resident population of over 420,000 and a metropolitan area of more than five million people, faced the challenge of ensuring the safety and security of its citizens and visitors. As a leading tourist destination and a multicultural city attracting global investment, Atlanta had to deal with the complexities of managing safety and security incidents. Over the years, the city had invested in various surveillance systems, providing visual intelligence to law enforcement and security professionals. However, these systems operated independently and were spread across a wide geography. The city aimed to increase collaboration among government agencies and create a shared Video Integration Center (VIC). The challenge was the disparate nature of the video systems, which were based on proprietary technologies and were both analog and IP based. The city also wanted to leverage the numerous private cameras located across the city, further complicating the integration of all these systems into one common platform.