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  Deep learning in the IT curriculum
Hoover A., Spryszynski A., Halper M.  SIGITE 2019 (Proceedings of the 20th Annual SIG Conference on Information Technology Education, Tacoma, WA,  Oct 3-5, 2019) 49-54, 2019. Type: Proceedings

Mathematical principles continue to revolutionize and expand the application domains related to artificial neural networks (ANNs), a subfield of machine learning (ML). How should deep learning, a form of ANNs, be effectively incorporated into the ...

1  
   Discrete mathematics and its applications
Rosen K.,  McGraw-Hill Higher Education, Columbus, OH, 2002. 928 pp. Type: Book (9780072424348)

This thoughtful and well-written introductory text is designed for students at the sophomore level in a variety of majors, including mathematics, computer science, and engineering. The book, now in its fifth edition, is billed by its publisher as ...

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   Schedulability analysis of tasks with corunner-dependent execution times
Andersson B., Kim H., de Niz D., Klein M., Rajkumar R., Lehoczky J.  ACM Transactions on Embedded Computing Systems 17(3): 1-29, 2018. Type: Article

Scarce computer memory and processor core resources create crucial challenges to the real-time execution of concurrent software. How should a multicore processor be efficiently programmed to process concurrent software with different execution spe...

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  Modeling BitTorrent-like systems with many classes of users
Liao W., Papadopoulos F., Psounis K., Psomas C.  ACM Transactions on Modeling and Computer Simulation 23(2): 1-25, 2013. Type: Article

Large-scale distributions of digital content over the Internet require effective algorithms and systems. The traditional BitTorrent model has been successful in the distribution of files on peer-to-peer (P2P) systems for homogeneous users [1,2]. B...

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  No silver bullet: essence and accidents of software engineering
Frederick P. J.  Computer 20(4): 10-19, 1987. Type: Article

Just as in politics, conventional wisdom influences the expectations and plans of the people who set data processing policy and direct software system purchases and development efforts. Conventional wisdom has it that revolutions are in process wh...

5  
   Computer vision: models, learning, and inference
Prince S.,  Cambridge University Press, New York, NY, 2012. 600 pp. Type: Book (978-1-107011-79-3)

Computer vision has become increasingly important and effective in the last few years, with applications in areas as diverse as film and other media, mapping, surveillance, and even self-driving vehicles. In part, the rise in effectiveness comes f...

6  
   The physics of quantum information: quantum cryptography, quantum teleportation, quantum computation
Bouwmeester D., Ekert A., Zeilinger A.  Springer-Verlag, London, UK, 2000. Type: Divisible Book

A century ago, the discovery of quantum mechanics initiated a revolution in physics that challenged many deeply-held intuitions. Within the last 20 years, the application of quantum mechanics to computation has opened the door to a similar revolu...

7  
   Enterprise Mac security: Mac OS X (3rd ed.)
Edge C., O’Donnell D.,  Apress, New York, NY, 2015. 511 pp. Type: Book (978-1-484217-11-5)

The information technology (IT) blogs and trade press are awash in articles about the bring your own device (BYOD) phenomenon. Many corporate system users have opted to provide their own Apple laptops over the more commonly employer-provided Windo...

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   Predictive analytics: the power to predict who will click, buy, lie, or die (2nd ed.)
Siegel E.,  Wiley Publishing, Hoboken, NJ, 2016. 368 pp. Type: Book (978-1-119145-67-7)

A wise man (reportedly Yogi Berra, but more likely a legislator in the Danish parliament) once observed, “Prediction is difficult, especially of the future.” In spite of the challenge, humanity’s oldest written records attest the...

9  
   Computational thinking
Grady Booch. YouTube, 01:04:09, published on Mar 16, 2016, Association for Computing Machinery (ACM), https://www.youtube.com/watch?v=6n4GNdIeFbs. Type: Video

This one-hour lecture by Grady Booch is a walk through history seen as an evolution toward computational thinking, which will culminate in a symbiotic relationship between people and computers/machines....

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