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Computer Science and Engineering Knowledge Center. Articles, Blogs, Books, Course Handouts, Curriculum, Research Papers, Presentations, Slides, Theses. Thursday, February 1, 2018. Deep Learning - Introduction and Bibliography. Deep learning is a form of machine learning for nonlinear high dimensional data reduction. Hyper-parameter tuning, and an explanation of predictive performance. To achieve good out-of sample performance.