دانلود کتاب تجزیه و تحلیل داده‌ها با استفاده از تکنیک‌های یادگیری ماشین در پلتفرم‌های ابری

During this era of digital change, the possibilities that data analysis, ML and cloud computing present to industries are limitless. These technologies, when brought together, enable businesses to capture enormous amounts of data, gain insight into them and improve their business processes. This book is an attempt to address the issues surrounding all three areas, by providing a worthy source that integrates theory and practice. The journey begins with insights into what data analytics are like, where it started, how it looks like in a big data era. The book then turns to relevant challenges that industries are currently facing in the data management sphere, analysing necessary tools and technologies such as Apache Hadoop, Tableau and Power BI, which are crucial for analytical processes. The emphasis on statistical methods and ML toolchains equips the audience with the necessary skill set to comprehend predictive analytics models and the deployment of such models. The book discusses the potential of ML by introducing methods like neural networks, supervised and unsupervised learning, regression, clustering and others and demonstrating how they are used in many fields. Along with describing cloud computing’s architecture, advantages and integration with analytics to promote scalability and agility, it also examines the revolutionary role of cloud computing. Examples from e-commerce, logistics, healthcare and education highlight the transformative potential of combining data analytics, ML and cloud computing, and driving innovation and efficiency across industries. These technologies empower businesses to make data-driven decisions, optimize operations and improve user experiences. The book also focuses on important aspects such as security and privacy concerns which are very important in the cloud age. Also, it provides a good exploration of new advancements that are expected to give a beacon of hope on the advancements of AI analytics in businesses and the society as a whole.