Σημειώσεις διαλέξεων

Παρουσιάσεις:

• Εισαγωγή (pdf)
  
• Παράλληλοι υπολογισμοί σε αρχιτεκτονικές κοινής μνήμης (pdf)
  
• Παράλληλοι υπολογισμοί σε επιταχυντές (pdf)
  
• Μηχανική μάθηση, αρχιτεκτονικές και επίδοση (pdf)
  
• Παράλληλη και κατανεμημένη εκπαίδευση βαθιών νευρωνικών δικτύων (pdf)
  
• Computer History & Computer Characteristics (pdf)
  
• Introduction to Field Programmable Gate Arrays (pdf)
  
• Accelerated ML on Cloud FPGAs (pdf)
  

Βιβλιογραφία:

Παράλληλες Αρχιτεκτονικές:

• Parallel Computer Organization and Design, Michel Dubois, Murali Annavaram, Per Stenstrom, 2012.
• Introduction to Parallel Algorithms and Architectures (Arrays, Trees, Hypercubes), F.T. Leighton, Morgan Kaufmann Publishers, 1992.
• Advanced Computer Architecture: Parallelism Scalability programmability, Kai Hwang,  McGraw-Hill, 1993.
• Parallel Computer Architecture, D. Culler, Morgan Kaufmann 1998.
• High Performance Cluster Computing, vol I & II, edited by Rajkumar  Buyya, Prentice Hall, 2000.
• Scalable Parallel Computing: Technology, Architecture, Programming, Kai Hwang, Zhiwei Xu, 1998.
• Overview of High Performance Computers- version 2007 (Aad van Der Steen).

Παράλληλοι Αλγόριθμοι & Προγραμματισμός:

• Parallel Computing for Data Science: With Examples in R, C++ and CUDA, Norman Matloff, Chapman and Hall/CRC The R Series, 2016.
• Parallel Scientific Computing in C++ and MPI: A Seamless Approach to Parallel Algorithms and Their Implementation, G. Karniadakis and R. Kirby, Cambridge University Press, New York, 2003.
• Scaling up machine-learning: Parallel and Distributed Approaches, Ron Bekkerman, Mikhail Bilenko, John Langford, Cambridge University Press, 2018.
• CUDA for Engineers: An Introduction to High-Performance Parallel Computing, Duane Storti, Mete Yurtoglou, Addison Wesley, 2015.
• Introduction to Parallel Computing, Ananth Grama, Vipin Kumar, Anshul Gupta, George Karypis, Addison Wesley, 2003.
• The Sourcebook of Parallel Computing (The Morgan Kaufmann Series in Computer Architecture and Design), Jack Dongarra, Ian Foster, Geoffrey C. Fox, William Gropp, Ken Kennedy, Linda Torczon, Andy White, 2002.
• Parallel Programming, B. Wilkinson and M. Allen, Prentice Hall, 1999.
• Parallel Programming in C with MPI and OpenMP, 1st Edition, Michael J. Quinn, McGraw Hill, 2004.
• An Introduction to Parallel Algorithms, J. Jaja, Addison Wesley 1992.

Επαναδιαμορφούμενες αρχιτεκτονικές:

• Reconfigurable computing, Scott Hauck, André DeHon, Morgan Kauffman.
• Hardware Accelerators in Data Centers, Editors: Christoforos Karchris, Babak Falsafi, Dimitrios Soudris, https://www.springer.com/gp/book/9783319927916
• Designing with Xilinx® FPGAs: https://link.springer.com/content/pdf/10.1007%2F978-3-319-42438-5.pdf
• The Fourth Industrial Revolution (World Economic Forum): Video
• What is Industry 4.0: Video