学术报告
The Future of Machine Learning - ability to learn like human and with human-Dr. Tong Sun(Document Intelligence Lab in Adobe)
题目:The Future of Machine Learning - ability to learn like human and with human
报告人:Dr. Tong Sun
(Document Intelligence Lab in Adobe)
Abstract:
Machine learning is the science of enabling computers to learn new skills using large amount of data without being explicitly programmed. It is a way to achieve AI using a “learn by doing” process. In the past decade, machine learning has pervasively influenced our daily life with self-driving cars, effective web searches, smart recommendations, automatically language translations and voice recognitions. In this talk, I will share what challenges we will face to further advance machine learning and where the machine learning is heading in 2020s. We will discuss two questions: Could machine learn like human with “few data” or “small data”? Would machine learn more effectively partnering with human - by explaining its predictions while incorporating human feedback?
Biography: Dr. Tong Sun is leading Document Intelligence Lab in Adobe to reinvent the document of the future in the era of AI and machine learning. Tong is a seasoned technology innovator and thought-leader with a 15+ years leadership in incubating new concepts through state-of-art scalable machine learning methods and tools, developing impactful rapid prototypes, and delivering competitive technologies to market opportunities in cross-disciplinary and cross-functional team environments. Her research interests on natural language processing and understanding, distributed machine learning, big data computing and human computer interaction. She held 22 issued US patents, 40+ peer-reviewed publications in prestigious conferences and journals. Prior to joining Adobe, Tong was the Director of Scalable Data Analytics Research Lab at Xerox PARC and the Group Leader of Decision Support and Machine Intelligence at United Technologies Research Center.
时间:2020年10月27日(周二) 上午9:00-11:00
地点:线上腾讯会议(会议号:402 685 490)
联系人:李振宇
主办单位:北京成像理论与技术高精尖创新中心
光场成像与数字几何北京市重点实验室
欢迎全体师生积极参加!