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OFFICIAL VERIFIED

Graph Representation Learning (Synthesis Lectures on Artificial Intelligence and Machine Learning, 46)

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4.41
21,224 ratings · 3,955 reviews
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OFFICIAL VERIFIED

Graph Representation Learning (Synthesis Lectures on Artificial Intelligence and Machine Learning, 46)

4.41 21,224 ratings · 3,955 reviews
Discover Graph Representation Learning (Synthesis Lectures on Artificial Intelligence and Machine Learning, 46) by William L. Hamilton. Start reading today and explore ideas, insights, and experiences that stay with you.

Overview: This book is a foundational guide to graph representation learning, including state-of-the art advances, and introduces the highly successful graph neural network (GNN) formalism.Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis.It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs -- a nascent but quickly growing subset of graph representation learning.

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Details & Genres

Machine Learning Computer Science Ai Cs Ml A_plus Informatics_ai
Length N/A pages
Published N/A
ISBN-13 56356233

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William L. Hamilton
About the Author William L. Hamilton
11,546 followers

William L. Hamilton is the author of several novels. Originally from the East Coast, they now live in the Midwest with family. In addition to writing, William L. Hamilton enjoys gardening, cooking, and reading way past bedtime. Their work often explores the complexities of everyday life and human relationships.

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Margaret Hernandez
Margaret Hernandez April 12, 2024
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
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A solid read. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
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Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
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Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
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Edward Flores
Edward Flores March 20, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Daniel Garcia
Daniel Garcia October 16, 2025
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
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Matthew Johnson April 28, 2024
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Laura Adams
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Daniel Hill
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A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
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An average read for me. It felt a bit repetitive in the middle. Could have been shorter. It's fine if you have nothing else to read.
David Johnson
David Johnson April 01, 2024
Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Would probably read it again at some point.
Cynthia Williams
Cynthia Williams December 03, 2024
Finished it in a couple of days. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Susan Roberts
Susan Roberts March 16, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Michelle Baker
Michelle Baker October 20, 2025
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
John Johnson
John Johnson April 05, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Margaret Thomas
Margaret Thomas October 19, 2024
It was okay. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. A generous 3 stars.
Linda Thompson
Linda Thompson November 02, 2024
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Melissa Ramirez
Melissa Ramirez March 15, 2024
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Carol Ramirez
Carol Ramirez August 28, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Sharon Young
Sharon Young February 29, 2024
It was okay. It had some good moments, but the overall plot felt a bit disjointed in the second half. It's fine if you have nothing else to read.
Kenneth Walker
Kenneth Walker April 05, 2025
Took me a few chapters to get into it, but it was worth it. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
Nicholas Miller
Nicholas Miller June 29, 2025
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Gary Evans
Gary Evans December 15, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Rebecca King
Rebecca King July 18, 2024
Honestly one of the better books I've read lately. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Stephanie Mitchell
Stephanie Mitchell August 28, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Matthew Scott
Matthew Scott October 03, 2024
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Charles Campbell
Charles Campbell May 28, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Margaret Baker
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Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Paul Nguyen
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Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Matthew Garcia
Matthew Garcia August 13, 2024
Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Richard Walker
Richard Walker September 04, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Ryan Campbell
Ryan Campbell April 29, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Jessica Evans
Jessica Evans August 17, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
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