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This book aims at the tiny machine learning (TinyML) software and hardware synergy for edge intelligence applications. This book presents on-device learning techniques covering model-level neural network design, algorithm-level training optimization and hardware-level instruction acceleration.
Analyzing the limitations of conventional in-cloud computing would reveal that on-device learning is a promising research direction to meet the requirements of edge intelligence applications. As to the cutting-edge research of TinyML, implementing a high-efficiency learning framework and enabling system-level acceleration is one of the most fundamental issues. This book presents a comprehensive discussion of the latest research progress and provides system-level insights on designing TinyML frameworks, including neural network design, training algorithm optimization and domain-specific hardware acceleration. It identifies the main challenges when deploying TinyML tasks in the real world and guides the researchers to deploy a reliable learning system.
This book will be of interest to students and scholars in the field of edge intelligence, especially to those with sufficient professional Edge AI skills. It will also be an excellent guide for researchers to implement high-performance TinyML systems.
About the Author
Song Guo is a Full Professor leading the Edge Intelligence Lab and Research Group of Networking and Mobile Computing at the Hong Kong Polytechnic University. Professor Guo is a Fellow of the Canadian Academy of Engineering, Fellow of the IEEE, Fellow of the AAIA and Clarivate Highly Cited Researcher.
Qihua Zhou is a PhD student with the Department of Computing at the Hong Kong Polytechnic University. His research interests include distributed AI systems, large-scale parallel processing, TinyML systems and domain-specific accelerators.
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Like it was written by George Santos
Received an Advanced Reader Copy from a friend. I am an avid true crime reader and upon completion I question if the author is credible. The timeline does not add up for his age and the times of his alleged involvement in organized crime. Some of the things in the book he is alleged to have said and done I remember almost word for word from movies I had previously watched. He literally stole a scene from the movie the accountant with Ben Affleck and said that he did it. I did a little research after completing the book and learned that this author was also claiming in 2010 that he was a long time member of the Bloods Gang. That coupled with the above leads me to believe that it is nothing more than fantasy. Do not waste your time or money
Like it was written by George Santos
Received an Advanced Reader Copy from a friend. I am an avid true crime reader and upon completion I question if the author is credible. The timeline does not add up for his age and the times of his alleged involvement in organized crime. Some of the things in the book he is alleged to have said and done I remember almost word for word from movies I had previously watched. He literally stole a scene from the movie the accountant with Ben Affleck and said that he did it. I did a little research after completing the book and learned that this author was also claiming in 2010 that he was a long time member of the Bloods Gang. That coupled with the above leads me to believe that it is nothing more than fantasy. Do not waste your time or money
What a difficult story to tell. I appreciate the honesty and vulnerability. Definitely made me think.
I had hopes for this book but was not expecting what I would read within the pages. If your kink is deplorable grammar, incoherent sentences, and inconsistent messages, then this book is for you. At first, I thought the book I received was not the book I ordered. But as I dived in, it was very confusing. I would not recommend this book to anyone
There are not many reviews on the internet for this book. In researching the many stores selling the book, it was self-published which makes a lot of sense. The online description is written perfectly, so reading the actual book was very difficult. Pages two and three are written clearly as well as the table of contents. Pages 155 and 156 are also written logically.
It appears this book was written, then sent through a program like “Grammarly.” Once completed it seems it was published without being re-read or edited. The first clue was the title narrative that used “Has” instead of “As.” The table of contents is one page off from what it shows on pages four though seven. Many of the “q’s” are written as “[]”
Below are some examples of what was within the pages of this book written verbatim:
“Chains & Discipline/ Domination & entry/ Sadism & Masochism (BDSM) is a wide classification of bed room play.” Page 9
“When bringing up the topic of chains, you are actually asking a person to offer you their depend on, their flexibility, and also possibly their suggestion of security in exchange for sensual/sexual enjoyment, power-play, and also feasible re-evaluation of your very own connection.” Page 39
“Techni[]ue can take a selection of kinds and also be as easy or facility as you pick to (new paragraph) bargain for your details scenario” Page 52
“BDSM stands for chains as well as entry, technique and also supremacy as well as sadism and also masochism.” Page 125
“SHELF means Risk Aware Consensual Kink.” Page 130
“Approval is whatever.” Page 152
“your twist isn’t my twist, yet your twist is OKAY.” Page 153
“You can be a top, base, or button” Page 153
Good service, good book. Just what I was looking for! Thank you!