Concerning the Integration of Machine Learning Content in Mechatronics Curricula

[1]  Xinyu Liu,et al.  Dex-Net 2.0: Deep Learning to Plan Robust Grasps with Synthetic Point Clouds and Analytic Grasp Metrics , 2017, Robotics: Science and Systems.

[2]  A. Neville.  Problem-Based Learning and Medical Education Forty Years On , 2008, Medical Principles and Practice.

[3]  D. Wood,et al.  Problem based learning , 2008, BMJ : British Medical Journal.

[4]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[5]  Francesco Borrelli,et al.  A machine learning approach for personalized autonomous lane change initiation and control , 2017, 2017 IEEE Intelligent Vehicles Symposium (IV).

[6]  Andre Esteva,et al.  A guide to deep learning in healthcare , 2019, Nature Medicine.

[7]  David H. Jonassen,et al.  "I Know This Is Supposed to Be More Like the Real World, but . . .": Student Perceptions of a PBL Implementation in an Undergraduate Materials Science Course. , 2012 .

[8]  Martín Abadi,et al.  TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems , 2016, ArXiv.

[9]  Ali Farhadi,et al.  You Only Look Once: Unified, Real-Time Object Detection , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[10]  Marco Schmidt,et al.  Seamless Integration of Machine Learning Contents in Mechatronics Curricula , 2018, 2018 19th International Conference on Research and Education in Mechatronics (REM).

[11]  Kevin P. Murphy,et al.  Machine learning - a probabilistic perspective , 2012, Adaptive computation and machine learning series.

[12]  Gaël Varoquaux,et al.  Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..

[13]  N. Williams.  ABC of Learning and Teaching in Medicine , 2011 .

[14]  June-Goo Lee,et al.  Deep Learning in Medical Imaging: General Overview , 2017, Korean journal of radiology.

[15]  Shahrul Kamaruddin,et al.  An overview of time-based and condition-based maintenance in industrial application , 2012, Comput. Ind. Eng..

[16]  Cindy E. Hmelo-Silver,et al.  Problem-based Learning: A Research Perspective on Learning Interactions , 2000 .

[17]  Jörg Frochte,et al.  Case Study on Model-based Application of Machine Learning using Small CAD Databases for Cost Estimation , 2019, KDIR.

[18]  Marco Wiering,et al.  Reinforcement Learning , 2014, Adaptation, Learning, and Optimization.

[19]  Marco Wiering,et al.  Reinforcement Learning and Markov Decision Processes , 2012, Reinforcement Learning.