Synthesis Lectures on Computer Architecture: Deep Learning for Computer Architects Hardcover from other stores
-
Synthesis Lectures on Computer...
This is a primer written for computer architects in the new and rapidly evolvi...
This is a primer written for computer architects in the new and rapidly evolving field of deep learning. It reviews how machine learning has evolved since its inception in the 1960s and tracks the key developments leading up to the emergence of the...
more
-
Synthesis Lectures on Computer...
Machine learning and specifically deep learning has been hugely disruptive in ...
Machine learning and specifically deep learning has been hugely disruptive in many fields of computer science. The success of deep learning techniques in solving notoriously difficult classification and regression problems has resulted in their...
more
-
Synthesis Lectures on Computer...
Quantum computers can (in theory) solve certain problems far faster than a cla...
Quantum computers can (in theory) solve certain problems far faster than a classical computer running any known classical algorithm. While existing technologies for building quantum computers are in their infancy it is not too early to consider...
more
-
Synthesis Lectures on Computer...
This Synthesis Lecture focuses on techniques for efficient data orchestration ...
This Synthesis Lecture focuses on techniques for efficient data orchestration within DNN accelerators. The End of Moore s Law coupled with the increasing growth in deep learning and other AI applications has led to the emergence of custom Deep...
more
-
Synthesis Lectures on Computer...
An era of big data demands datacenters which house the computing infrastructur...
An era of big data demands datacenters which house the computing infrastructure that translates raw data into valuable information. This book defines datacenters broadly as large distributed systems that perform parallel computation for diverse...
more
-
Synthesis Lectures on Computer...
This book presents and surveys normalization techniques with a deep analysis i...
This book presents and surveys normalization techniques with a deep analysis in training deep neural networks. In addition the author provides technical details in designing new normalization methods and network architectures tailored to specific...
more
-
Synthesis Lectures on Computer...
Performance evaluation is at the foundation of computer architecture research ...
Performance evaluation is at the foundation of computer architecture research and development. Contemporary microprocessors are so complex that architects cannot design systems based on intuition and simple models only. Adequate performance...
more
-
Synthesis Lectures on Computer...
In the last few years power dissipation has become an important design constra...
In the last few years power dissipation has become an important design constraint on par with performance in the design of new computer systems. Whereas in the past the primary job of the computer architect was to translate improvements in operating...
more
-
Synthesis Lectures on Computer...
Solving problems with deep neural networks typically relies on massive amounts...
Solving problems with deep neural networks typically relies on massive amounts of labeled training data to achieve high performance. While in many situations huge volumes of unlabeled data can be and often are generated and available the cost of...
more
Items per page