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دانلود کتاب Graph Machine Learning: Take graph data to the next level by applying machine learning techniques and algorithms 1st Edition by Claudio Stamile

Build machine learning algorithms using graph data and efficiently exploit topological information within your models
Key Features

Implement machine learning techniques and algorithms in graph data
Identify the relationship between nodes in order to make better business decisions
Apply graph-based machine learning methods to solve real-life problems

Book Description

Graph Machine Learning will introduce you to a set of tools used for processing network data and leveraging the power of the relation between entities that can be used for predictive, modeling, and analytics tasks. The first chapters will introduce you to graph theory and graph machine learning, as well as the scope of their potential use. You’ll then learn all you need to know about the main machine learning models for graph representation learning: their purpose, how they work, and how they can be implemented in a wide range of supervised and unsupervised learning applications. You’ll build a complete machine learning pipeline, including data processing, model training, and prediction in order to exploit the full potential of graph data. After covering the basics, you’ll be taken through real-world scenarios such as extracting data from social networks, text analytics, and natural language processing (NLP) using graphs and financial transaction systems on graphs. You’ll also learn how to build and scale out data-driven applications for graph analytics to store, query, and process network information, and explore the latest trends on graphs. By the end of this machine learning book, you will have learned essential concepts of graph theory and all the algorithms and techniques used to build successful machine learning applications.
What you will learn

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دانلود کتاب:

Graph Machine Learning: Take graph data to the next level by applying machine learning techniques and algorithms 1st Edition by Claudio Stamile PDF

نویسنده: Claudio Stamile


پیش نمایش کتاب


Write Python scripts to extract features from graphs
Distinguish between the main graph representation learning techniques
Learn how to extract data from social networks, financial transaction systems, for text analysis, and more
Implement the main unsupervised and supervised graph embedding techniques
Get to grips with shallow embedding methods, graph neural networks, graph regularization methods, and more
Deploy and scale out your application seamlessly

Who this book is for

This book is for data scientists, data analysts, graph analysts, and graph professionals who want to leverage the information embedded in the connections and relations between data points to boost their analysis and model performance using machine learning. It will also be useful for machine learning developers or anyone who wants to build ML-driven graph databases. A beginner-level understanding of graph databases and graph data is required, alongside a solid understanding of ML basics. You’ll also need intermediate-level Python programming knowledge to get started with this book.
Table of Contents

Getting Started with Graphs
Graph Machine Learning
Unsupervised Graph Learning
Supervised Graph Learning
Problems with Machine Learning on Graphs
Social Network Graphs
Text Analytics and Natural Language Processing Using Graphs
Graph Analysis for Credit Card Transactions
Building a Data-Driven Graph-Powered Application
Novel Trends on Graphs

نویسنده

Claudio Stamile

سال

2021

زبان

English

فرمت فایل

TRUE PDF + EPUB + AZW3

تعداد صفحات

338

ISBN10

1800204493

ISBN13

978-1800204492

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دانلود کتاب Graph Machine Learning: Take graph data to the next level by applying machine learning techniques and algorithms 1st Edition by Claudio Stamile

146,000تومان

نویسنده

Claudio Stamile

سال

2021

زبان

English

فرمت فایل

TRUE PDF + EPUB + AZW3

تعداد صفحات

338

ISBN10

1800204493

ISBN13

978-1800204492