دانلود کتاب کاربردهای یادگیری ماشین

In our rapidly evolving world, the transformative power of machine learning (ML) and deep learning (DL) technologies is undeniable. From robotics and vehicle automation to financial services, retail, manufacturing, healthcare, and beyond, ML and DL are revolutionizing industries and driving improvements in business operations. The potential of these advanced technologies to enhance our lives and reshape our future is immense. In this book, we delve into the remarkable advancements made possible by ML and DL, showcasing case studies that demonstrate how these technologies have facilitated breakthroughs in business intelligence, enabling faster and more efficient decision-making processes. We explore a wide range of applications, from facial recognition to natural language processing, and illustrate how ML and DL play a central role in the continuous learning and data simulation capabilities of cars in real-time. While it is crucial to acknowledge the potential challenges and implications associated with ML and DL, it is equally important to recognize the positive impact they can have on our society. This book aims to shed light on real-world examples that highlight how ML and DL can create better technology to support modern thinking. Whether you are a novice or a specialist in the field, these captivating case studies will offer valuable insights into various applications where ML and DL techniques play a significant role. Within these pages, we uncover the inner workings of ML algorithms, revealing how they transform digital images, which are mere series of numbers, into meaningful patterns through image processing techniques. We also explore the complex landscapes of risk modeling, genomic sequencing, and modeling, where ML and DL implementations require extensive cloud environments with high-performance data processing and management capabilities. Moreover, we examine the competitive landscape of ML-and DL-based platforms, where major vendors such as Amazon, Google, Microsoft, IBM, and others vie for customers by offering comprehensive services encompassing data collection, classification, modeling, training, and application deployment. The revolutionizing influence of ML and DL technologies transcends boundaries, revolutionizing nearly every industry worldwide. This book is dedicated to providing extensive coverage of these groundbreaking technologies and illustrating how they are reshaping industries and our lives. We explore the vast domain of computer vision and its wide-ranging applications, from everyday life scenarios to the Internet of Things and brain–computer interfaces. With the ability to detect and track humans across multiple streams of data, ML and computer vision represent significant leaps forward, offering tremendous potential in terms of efficiency, productivity, revenue generation, and profitability. We also examine the critical role played by ML and computer vision in our digital society. They empower individuals with great ideas and limited resources to succeed in business while also enabling established enterprises to harness and analyze the data they collect. Moreover, we highlight how ML contributes to cybersecurity by effectively tracking and preventing monetary frauds online, using examples like PayPal’s ML-powered tools for detecting money laundering. Throughout this book, we aim to cultivate an understanding of the vital importance of ML and computer vision in our AI-driven era. By exploring real-world applications across diverse disciplines and daily-life scenarios, we hope to provide readers with state-of- the- art algorithms and practical insights that underscore the value of AI in future applications. Embark on this journey with us as we uncover the exciting world of ML and DL, where cutting-edge technology meets real-world impact. May this book empower you to grasp the immense potential of these technologies and inspire you to explore and contribute to their further advancement.