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Democratizing Data Science at DemystData
技术
- 分析与建模 - 机器学习
- 分析与建模 - 数据即服务
适用行业
- 金融与保险
适用功能
- 商业运营
用例
- 质量预测分析
- 需求计划与预测
服务
- 数据科学服务
挑战
DemystData 是一家总部位于纽约的软件公司,旨在通过提供一个平台帮助客户发现、探索和访问广阔的数据世界,从而“揭开”数据的神秘面纱。然而,随着数据集越来越大,数据源越来越多样化,复杂性也随之增加,导致公司有限的数据科学资源池需要花费更多时间。该公司的客户,尤其是金融机构,没有充分利用数据,导致业务决策基于次优或不完整的信息。DemystData 旨在通过增加客户获取新数据和更多数据的渠道来弥补这一差距。
关于客户
DemystData 是一家总部位于纽约的软件公司,提供平台帮助客户发现、探索和访问海量数据。该公司的客户主要是金融机构,包括传统的大型银行,这些机构未充分利用数据,导致业务决策基于次优或不完整的信息。DemystData 旨在通过增加客户获取更多新数据的渠道来弥补这一差距。然而,随着数据集越来越大,数据源越来越多样化,复杂性也随之增加,导致公司有限的数据科学资源池需要耗费更多时间。
解决方案
DataRobot 的自动化机器学习平台旨在提高 DemystData 的模型质量和整体数据科学生产力。该平台可在几分钟内生成数十个与算法无关的模型,使 DemystData 能够专注于其核心竞争力,即帮助客户查找更多数据并识别更多信号。DataRobot 还在整个组织内实现了数据科学的民主化。通过自动化机器学习生命周期中许多以前手动且耗时的步骤,DataRobot 不仅提高了模型质量,还提高了整体数据科学生产力。该平台的简单性和易用性使非技术员工也能为机器学习项目做出贡献。
运营影响
数量效益
相关案例.
Case Study
Real-time In-vehicle Monitoring
The telematic solution provides this vital premium-adjusting information. The solution also helps detect and deter vehicle or trailer theft – as soon as a theft occurs, monitoring personnel can alert the appropriate authorities, providing an exact location.“With more and more insurance companies and major fleet operators interested in monitoring driver behaviour on the grounds of road safety, efficient logistics and costs, the market for this type of device and associated e-business services is growing rapidly within Italy and the rest of Europe,” says Franco.“The insurance companies are especially interested in the pay-per-use and pay-as-you-drive applications while other organisations employ the technology for road user charging.”“One million vehicles in Italy currently carry such devices and forecasts indicate that the European market will increase tenfold by 2014.However, for our technology to work effectively, we needed a highly reliable wireless data network to carry the information between the vehicles and monitoring stations.”
Case Study
Safety First with Folksam
The competitiveness of the car insurance market is driving UBI growth as a means for insurance companies to differentiate their customer propositions as well as improving operational efficiency. An insurance model - usage-based insurance ("UBI") - offers possibilities for insurers to do more efficient market segmentation and accurate risk assessment and pricing. Insurers require an IoT solution for the purpose of data collection and performance analysis
Case Study
Smooth Transition to Energy Savings
The building was equipped with four end-of-life Trane water cooled chillers, located in the basement. Johnson Controls installed four York water cooled centrifugal chillers with unit mounted variable speed drives and a total installed cooling capacity of 6,8 MW. Each chiller has a capacity of 1,6 MW (variable to 1.9MW depending upon condenser water temperatures). Johnson Controls needed to design the equipment in such way that it would fit the dimensional constraints of the existing plant area and plant access route but also the specific performance requirements of the client. Morgan Stanley required the chiller plant to match the building load profile, turn down to match the low load requirement when needed and provide an improvement in the Energy Efficiency Ratio across the entire operating range. Other requirements were a reduction in the chiller noise level to improve the working environment in the plant room and a wide operating envelope coupled with intelligent controls to allow possible variation in both flow rate and temperature. The latter was needed to leverage increased capacity from a reduced number of machines during the different installation phases and allow future enhancement to a variable primary flow system.
Case Study
Automated Pallet Labeling Solution for SPR Packaging
SPR Packaging, an American supplier of packaging solutions, was in search of an automated pallet labeling solution that could meet their immediate and future needs. They aimed to equip their lines with automatic printer applicators, but also required a solution that could interface with their accounting software. The challenge was to find a system that could read a 2D code on pallets at the stretch wrapper, track the pallet, and flag any pallets with unread barcodes for inspection. The pallets could be single or double stacked, and the system needed to be able to differentiate between the two. SPR Packaging sought a system integrator with extensive experience in advanced printing and tracking solutions to provide a complete traceability system.
Case Study
Transforming insurance pricing while improving driver safety
The Internet of Things (IoT) is revolutionizing the car insurance industry on a scale not seen since the introduction of the car itself. For decades, premiums have been calculated using proxy-based risk assessment models and historical data. Today, a growing number of innovative companies such as Quebec-based Industrielle Alliance are moving to usage-based insurance (UBI) models, driven by the advancement of telematics technologies and smart tracking devices.
Case Study
MasterCard Improves Customer Experience Through Self-Service Data Prep
Derek Madison, Leader of Business Financial Support at MasterCard, oversees the validation of transactions and cash between two systems, whether they’re MasterCard owned or not. He was charged with identifying new ways to increase efficiency and improve MasterCard processes. At the outset, the 13-person team had to manually reconcile system interfaces using reports that resided on the company’s mainframe. Their first order of business each day was to print 20-30 individual, multi-page reports. Using a ruler to keep their place within each report, they would then hand-key the relevant data, line by line, into Excel for validation. “We’re talking about a task that took 40-80 hours each week,” recalls Madison, “As a growing company with rapidly expanding product offerings, we had to find a better way to prepare this data for analysis.”