Teaching Students About Machine Learning Through a Gamified Approach

The teaching of machine learning requires a range of tools and techniques to engage students and allow them to relate the processes involved to real world situations that they have previously experienced. One way to facilitate this learning process is to integrate the learning into a game situation, which is by definition fun to engage with and offers immediate rewards. This research shows that by collecting the student's behaviour and actions as they engage with well-known game software, the learning of key machine learning concepts can be enabled. It is also shown that customising of learning can be made possible by the use of gamification.

[1]  Judy Sebba,et al.  An Investigation of Personalised Learning Approaches Used by Schools , 2007 .

[2]  David H. Rose,et al.  Teaching Every Student in the Digital Age: Universal Design for Learning , 2002 .

[3]  David Maxwell Chickering,et al.  Machine Teaching: A New Paradigm for Building Machine Learning Systems , 2017, ArXiv.

[4]  Tabassum Zehra,et al.  Challenges of providing timely feedback to residents: Faculty perspectives. , 2015, JPMA. The Journal of the Pakistan Medical Association.

[5]  Kevin N. Gurney,et al.  An introduction to neural networks , 2018 .

[6]  Christopher De Sa,et al.  Data Programming: Creating Large Training Sets, Quickly , 2016, NIPS.

[7]  Emma Bartle Personalised learning: an overview , 2015 .

[8]  Nitesh V. Chawla,et al.  Learning From Labeled And Unlabeled Data: An Empirical Study Across Techniques And Domains , 2011, J. Artif. Intell. Res..

[9]  H. Chad Lane,et al.  AI Grand Challenges for Education , 2013, AI Mag..

[10]  Dave L. Edyburn Universal Design for Learning , 2005 .

[11]  S. Hidi,et al.  Student Interest and Achievement: Developmental Issues Raised by a Case Study , 2002 .

[12]  Ece Kamar,et al.  Revolt: Collaborative Crowdsourcing for Labeling Machine Learning Datasets , 2017, CHI.

[13]  Luis Filipe Lages,et al.  Pedagogical affect, student interest, and learning performance , 2007 .

[14]  Daniel T. Larose,et al.  Discovering Knowledge in Data: An Introduction to Data Mining , 2005 .

[15]  Jun Hu,et al.  Teaching Machine Learning to Design Students , 2008, Edutainment.

[16]  John E. Laird,et al.  Human-Level AI's Killer Application: Interactive Computer Games , 2000, AI Mag..

[17]  Markus Weimer,et al.  Machine Teaching -- A Machine Learning Approach to Technology Enhanced Learning , 2010 .

[18]  Le Song,et al.  Iterative Machine Teaching , 2017, ICML.

[19]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.