AWS Public Sector Blog
Category: Artificial Intelligence
How to manage Amazon SageMaker code with AWS CodeCommit
To help protect investments on ML, government organizations can securely store ML source code. Storing Amazon SageMaker Studio code in an AWS CodeCommit repository enables you to keep them as standalone documents to reuse in the future. SageMaker Studio provides a single, web-based visual interface where you can perform all ML development steps required to prepare data and build, train, and deploy models. Read on to learn the steps to configure a git-based repository on CodeCommit to manage ML code developed with SageMaker.
Education transforming like never before
In 2020, education transformed like never before. Educational institutions needed to be able to provide students, teachers, and staff with immediate access to education and AWS helped customers and partners modernize their systems and applications and reach learners remotely, quickly, and at scale. In 2021, innovation continues in the world of teaching, learning, and research—as well as the use of technology to automate processes and drive better student outcomes.
New human-machine collaborations unlock society’s big challenges
Research exploring how humans work with machines to solve problems in fields ranging from space to sustainability has established the potential to create far-reaching change in children’s education. The test-bed project is part of a wider program set up by Oxford University with support from AWS. Researchers have been as surprised by how quickly they have reached results as they are pleased with the outcomes. One of the test-beds, the Oxford X-Reality Hub Ed Tech project, set out to investigate how virtual reality (VR) could transform the classroom experience and close the gap between disadvantaged groups of pupils who statistically do less well than their peers.
Canadian government department serves public sector employees and organizations using AI-powered chatbot
As populations continue to grow, government departments around the world are exploring new ways to scale their delivery of client services. The Public Services Health & Safety Association (PSHSA), a transfer payment agency of the Ontario government’s Ministry of Labour Training and Skills Development, turned to an artificial intelligence (AI)-powered chatbot to better serve customers by addressing their occupational health and safety training and consulting questions.
Using AWS to help cultural institutions adapt to a digital world
The humanities—including performing and visual arts—help us understand and interpret the world around us. With the recent pandemic, cultural institutions are challenged as attendance is slowing, funding is diminishing, and programs are being shut down. These cultural institutions must adapt to meet the challenges of this new world. Amazon and AWS have tools to help museums, performing arts centers, and other cultural organizations extend their sphere of influence and increase their engagement with patrons, to remain relevant and better engage audiences in a digital world.
5 things we’ve learned this year in the cloud for the public sector
This year, global health and economy challenged government, education, nonprofit, and health organizations to rethink operations. With a focus on their mission, organizations quickly shifted to better and more quickly serve their constituents, students, and customers. Many took advantage of ways to innovate and consider adopting the cloud. AWS looked for ways to help these organizations, educating them on the power of the cloud—no matter where they were on their cloud journey—as well as sharing inspiring stories from their peers. Here’s what we learned.
Using the cloud to support remote proctoring and assessment
Around the world, exams are administered to help students and adults further their education and advance their careers. In the US, approximately eight million high school students took a single standardized college entrance exam in 2019. As the pandemic shifted life to virtual work and learning, it also interrupted high stakes exams typically administered in person. For years, EdTechs like ExamSoft, Sumadi (part of Laureate Education), and ProctorFree have been developing remote proctoring and digital assessment solutions using the cloud.
The COVID-19 infodemic: How Novetta uses machine learning to analyze unproven narratives on social media
The COVID-19 pandemic is driving a parallel “infodemic”: the rapid spread of competing and often harmful narratives about the virus. Social media plays a central role in this infodemic, serving as a forum for the spread and evolution of theories and beliefs with origins in broadcast, print, online news, blogs, and other digital arenas. As the COVID-19 infodemic grew, Novetta used AWS to create Rapid Narrative Analysis (RNA), a solution that achieves accuracy by using human expertise at critical stages of analysis while using machine learning (ML) models to rapidly diagnose the severity of the spread of key narratives at a speed needed to take effective action.
Enabling warfighters and intelligence mission success
In a world where data is produced and handled at unprecedented speeds and quantities, the need for effective methods to securely store, analyze, and interpret this data is more important now than ever. As agencies within the U.S. Department of Defense and Intelligence Community turn to cloud adoption, they are able to bring new capabilities closer to the tactical edge and accelerate their digital transformation. Agencies can effectively leverage these new technologies such as AI, ML, and data analytics to free up time and resources for warfighters and analysts to focus on mission critical tasks.
AI-powered speech recognition is creating interactive learning experiences for children and adults
AWS EdStart Members and founders Long Qin of Singsound and Elnaz Sarraf of ROYBI are using artificial intelligence (AI) to revolutionize early language learning. Long, based out of Beijing, China, is dedicated to providing accessible and quality English education to every family throughout China. Elnaz, based out of San Francisco, CA, United States, is dedicated to changing the one-size-fits-all approach of our global education system.