دانلود کتاب کاوش عملی الگوها – تئوری و مثال‌ها با PAMI، Sklearn، Keras و TensorFlow

Pattern mining, a fundamental concept in data science and machine learning, is at the heart of discovering valuable insights from real-world big data. This book delves into the intricate world of pattern mining, offering a comprehensive theoretical and practical guide for beginners and seasoned practitioners. In the current data-driven era, where information overload is a significant challenge for enterprises, the ability to uncover meaningful patterns from big data has become indispensable. Pattern mining enables us to make informed decisions by discovering useful information in numerous forms (e.g., frequent, recurring, highutility, and periodic patterns) across various domains (e.g., retail, healthcare, and finance). This book is designed to be a practical companion, blending theoretical foundations with hands-on techniques and applications. It covers a spectrum of topics ranging from basic concepts to advanced techniques. The practical examples in this book are covered using an open-source PAttern MIning (PAMI) library. The implementation code and the sample datasets accompanying the examples in this book can be accessed on our GitHub repository: https://github.com/UdayLab/ Hands-on-Pattern-Mining. Throughout this book, readers will explore different types of datasets, algorithms, methodologies, and interestingness metrics used in pattern mining. While the book focuses primarily on mining certain data, it also touches upon emerging trends and innovations, such as pattern mining in uncertain data and integration with machine learning techniques. Whether you are a student, researcher, data scientist, or industry practitioner, this book aims to be a valuable resource. It provides theoretical insights and practical guidance on effectively navigating the complexities of pattern mining. This book also guides researchers in evaluating the algorithms, plotting the results, and generating the latex files for publication purposes. We hope this book serves as a beacon of knowledge, empowering readers to unlock the hidden treasures buried in their data.