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Document #US43529118TM ©2020 IDC. www.idc.com | Page 19 IDC White Paper | Accelerate Machine Learning Development to Build Intelligent Applications Faster stakeholders, and consulting partners to help develop the right use cases to align with the desired business outcome. Make sure to include past project experiences in the organization's design thinking approach and, if available, include predefined use cases that have been developed for peers within the organization's industry to help develop the optimal use cases for the desired outcome. This process should involve continuous innovation and prototyping until the right use cases have been developed. There are a wide variety of tools and libraries available, and it is not always clear which services or libraries are best for the use cases or jobs that developers should accomplish to successfully develop intelligent, AI-enabled applications. Offerings such as pre-trained and managed AI services for natural language understanding and comprehension, computer vision, enterprise search, personalization, fraud detection, demand forecasting etc. allow any developer to build intelligent apps without any machine learning expertise. Amazon SageMaker and the AWS Deep Learning AMIs provide the ways and means for developers to become more productive and deploy deep learning models as well as support services such as data curation, integration, and management to solve a wide range of challenges that are difficult to solve with traditional coding methods and address the organization's business needs. Organizations should be evaluating tools and services like these as they begin to develop and deploy intelligent, AI-enabled applications using deep learning models. IDC Global Headquarters 5 Speen Street Framingham, MA 01701 USA 508.872.8200 Twitter: @IDC idc-insights-community.com www.idc.com Copyright Notice External Publication of IDC Information and Data — Any IDC information that is to be used in advertising, press releases, or promotional materials requires prior written approval from the appropriate IDC Vice President or Country Manager. A draft of the proposed document should accompany any such request. IDC reserves the right to deny approval of external usage for any reason. Copyright 2020 IDC. Reproduction without written permission is completely forbidden. About IDC International Data Corporation (IDC) is the premier global provider of market intelligence, advisory services, and events for the information technology, telecommunications and consumer technology markets. IDC helps IT professionals, business executives, and the investment community make fact-based decisions on technology purchases and business strategy. More than 1,100 IDC analysts provide global, regional, and local expertise on technology and industry opportunities and trends in over 110 countries worldwide. For 50 years, IDC has provided strategic insights to help our clients achieve their key business objectives. IDC is a subsidiary of IDG, the world's leading technology media, research, and events company.