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: