Reform of Talent Cultivation Based on Deep Learning Technology

Chunwei Tian, Bo Li, Bo Li, Jiangbin Zheng, Lu Wei, Peirong Guo, Bing Li, Bing Li · Atlantis highlights in social sciences, education and humanities/Atlantis Highlights in Social Sciences, Education and Humanities · 2023

In modern times, since talents with a background in new engineering in colleges and universities play a vital role in society, it is further reform and practice that universities need to strengthen in engineering education.Taking the software engineering talent training program in universities as an example, this paper analyzes the current situation of software engineering talent cultivation against the background of new engineering.In light of the emerging issues, this paper introduces the student-centered education concept.Then, according to the characteristics of software engineering majors, relevant suggestions in terms of curriculum system, teaching mode, and teaching management are offered, which aim to foster the development of world-class software engineering talents.Besides, this paper designs an image denoising module, as well as a dense residual dynamic region-aware convolutional neural network (DRDRNet), for the smart teaching platform to assist instructors in obtaining teaching photography with high quality and improve teaching quality.Quantitative and qualitative experiments have demonstrated the denoising performance of the proposed module.

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