SKU: 58632455883

Federated Learning: From Algorithms to System Implementation

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Federated Learning: From Algorithms to System ImplementationAuthored by researchers and practitioners who build cutting edge federated learning applications to solve real world problems, this book covers the spectrum of federated learning technology from concepts and application scenarios to advanced algorithms and finally system implementation in three parts. It provides a comprehensive review and summary of federated learning technology, as well as presenting numerous novel federated learning algorithms

Authored by researchers and practitioners who build cutting-edge federated learning applications to solve real-world problems, this book covers the spectrum of federated learning technology from concepts and application scenarios to advanced algorithms and finally system implementation in three parts. It provides a comprehensive review and summary of federated learning technology, as well as presenting numerous novel federated learning algorithms which no other books have summarized. The work also references the most recent papers, articles and reviews from the past several years to keep pace with the academic and industrial state of the art of federated learning.

 

The first part lays a foundational understanding of federated learning by going through its definition and characteristics, and also possible application scenarios and related privacy protection technologies. The second part elaborates on some of the federated learning algorithms innovated by JD Technology which encompass both vertical and horizontal scenarios, including vertical federated tree models, linear regression, kernel learning, asynchronous methods, deep learning, homomorphic encryption, and reinforcement learning. The third and final part shifts in scope to federated learning systems - namely JD Technology's own FedLearn system - by discussing its design and implementation using gRPC, in addition to specific performance optimization techniques plus integration with blockchain technology.

 

This book will serve as a great reference for readers who are experienced in federated learning algorithms, building privacy-preserving machine learning applications or solving real-world problems with privacy-restricted scenarios.

 

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SKU: 58632455883

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4.7 ★★★★★
Based on 9 reviews
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C. C.
Port Orchard, US
★★★★★ 5
The Best Wonderland Trail book out there!
Format: Paperback
To plan my Wonderland Trail hike, I bought three different books, including this one. Tami's is by FAR the best. It offers great summaries of different sections as well as detailed descriptions. So many details are covered: permits, the Spray Park and Northern Loop options, packing, caching, conditioning, etc. There are numerous maps, and all of the charts at the back really helped me plan a well-informed itinerary. Great book! I used a hard copy edition of this book to plan my Wonderland hike (since I still really like good old-fashioned books) and then downloaded the Kindle version to my phone to use for reference on the trail. After a quick read each night, I could hit the trail the next morning well-prepared for the day ahead! I should point out that I did also bring along a Green Trails map of the Wonderland Trail, which I really only wanted to identify mountains, etc.
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Reviewed in the United States on September 6, 2017
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Verified Purchase
GW
Dallas, US
★★★★★ 5
Best guide book I've ever purchased
Format: Paperback
This book is outstanding! Even though we backpacked the Northern Loop instead of Wonderland, there were sections in the book covering some of the camps we hiked to over our five nights in the back country. And then I ran the Wonderland Trail over three days the following week, so I was eagerly reading each night in my tent to see what I would be discovering on the trail. The author is a very good writer, knows her craft extremely well, and has obviously spent ample time in this absolute treasure of a national park. Thank you so much for writing such a valuable book.
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Reviewed in the United States on August 26, 2020
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Verified Purchase
Cheryl Ri
Alexandria, US
★★★★★ 4
Very Helpful Trip Planner
Format: Paperback
Good descriptions of trails, directions, and overview of each trail. I bought it to plan a trip in the Wonderland, but I realize that could be a book in itself. The information was a bit basic, but it did provide details on the different campsites that helped make decisions on which to stay at. All in all I would definately recommend!
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Reviewed in the United States on July 5, 2016
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Verified Purchase
cera
Massapequa, US
★★★★★ 5
The best guide out there for the Wonderland.
My husband and I used this book to plan our hike last year and it was an awesome guide. It breaks down your options based on direction you are traveling, number of days taken, and even difficulty level. We looked at the other books about the wonderland and really feel like this one was the best. If you are thinking of doing to Wonderland, you should buy this book, but don't expect to take it with you (unless you get the kindle), as others mentioned its a bit heavy. EDIT * After talking to Tami, I realized that some of the information I reviewed about the book was incorrect. I would like to point out, like she did, that there is an appendix that lists the number of sites each camp has (I previously assumed this information was missing from the book). This is an important bit of information we overlooked when it comes to applying for permits, as some of the camps only have a few spots available each night! Also, Sunrise visitor center was open past Labor Day BUT the restaurant was not and oh how disappointing that was! So definitely call and talk to someone at the park before making plans for a hamburger or milkshake.
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Reviewed in the United States on November 29, 2013
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Verified Purchase
Vince S H
Natrona Heights, US
★★★★★ 5
Great book on a great trail
Format: Paperback
A wonderful book with great pictures and rich details on the trail experience. Highly recommended. For me, it brought back rich memories of a family-group hike 38 years ago: my mother at 78, myself at 44, my brother at 40, a young adult friend in her thirties, three teen-age boys (two during one section, a different one during the rest). and three daughters (14, 10, and 8). It was a great experience for us all. Get the book as a valuable enticement and guide, and go for it!
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Reviewed in the United States on May 20, 2013

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