A Project Based Learning Approach for Teaching Artificial Intelligence to Undergraduate Students

被引:1
作者
Vargas, Manuel [1 ]
Nunez, Tabita [1 ]
Alfaro, Miguel [2 ]
Fuertes, Guillermo [2 ,3 ]
Gutierrez, Sebastian [4 ,5 ]
Ternero, Rodrigo [2 ,6 ]
Sabattin, Jorge [7 ]
Banguera, Leonardo [8 ]
Duran, Claudia [9 ]
Alejandra Peralta, Maria [10 ]
机构
[1] Univ San Sebastian, Fac Ingn & Tecnol, Bellavista 7, Santiago, Chile
[2] Univ Santiago Chile, Ind Engn Dept, Ave Ecuador 3769, Santiago 3769, Chile
[3] Univ Bernardo OHiggins, Fac Ingn Ciencia & Tecnol, Ave Viel 1497,Ruta 5 Sur, Santiago, Chile
[4] Univ Cent Chile, Fac Econ Gobierno & Comunicac, Lord Cochrane 417, Santiago, Chile
[5] Univ Mayor, Providencia, Chile
[6] Univ Amer, Inst Matemat Fis & Estad, Manuel Montt 948, Santiago, Chile
[7] Univ Andres Bello, Fac Ingn, Antonio Varas 880, Santiago 7500971, Chile
[8] Univ Guayaquil, Ind Engn Fac, Guayaquil, Ecuador
[9] Univ Tecnol Metropolitana, Fac Ingn, Dept Ind, Jose Pedro Alessandri 1242, Chile
[10] Univ Catolica Norte, Dept Ensenanza Ciencias Basicas, Larrondo 1281, Coquimbo, Chile
关键词
artificial intelligence; artificial neural network; image recognition; machine vision; project engineering; ENGINEERING-EDUCATION; POWER-SYSTEMS; PBL; EXPERIENCES; DESIGN; FACILITATION; RECOGNITION; COMPETENCES; DIAGNOSIS; OUTCOMES;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This work presents an active learning methodology called Project-based learning (PBL) for developing artificial intelligence (AI) in a computer vision course of an undergraduate engineering degree. The objective of the course was to develop image recognition capabilities using Deep Learning (DL)/Machine Learning (ML) technics in real-world problems. The PBL learning methodology helped students search for real-world problems, develop complex solutions, and generate synergy among team members. The main role of the professor was to advise, guide and motivate the students throughout the course. The pedagogic innovation with active learning methodologies offered the professor the opportunity to create a dynamic motivating learning environment based on experiences. Each undergraduate engineering student had the opportunity to develop the skills and techniques of their profession: teamwork, proactivity, innovation, and leadership. The results obtained by the student teams showed problem-solving, including the use of automatic navigation equipment with AI, detection of the malaria parasite, recognition of non-human individuals to control vehicular traffic.
引用
收藏
页码:1773 / 1782
页数:10
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