Название: Real-World Applications of Artificial Intelligence and Machine Learning in Power Systems: A Code Approach
Автор: T. Mariprasath, V. Kirubakaran
Издательство: Nova Science Publishers
Год: 2025
Страниц: 248
Язык: английский
Формат: pdf (true)
Размер: 20.5 MB
Dive into the cutting-edge world of Artificial Intelligence and Machine Learning with this comprehensive guide, designed for both novices and experts alike. This book meticulously explores the core principles, development, and practical applications of AI and ML technologies. Beginning with an introduction to AI, the book navigates through the evolution and principles of Artificial Intelligence, delving deep into various neural network architectures, including feedforward, convolutional, recurrent, and generative adversarial networks. Each chapter is enriched with practical examples such as rainfall prediction, image analysis, sales forecasting, and financial data analysis, making complex concepts accessible and relatable. This book also offers an extensive overview of essential Machine Learning libraries and tools, including NumPy, Pandas, TensorFlow, and PyTorch. Readers will gain insights into both supervised and unsupervised learning algorithms, from logistic regression and decision trees to k-means clustering and Gaussian mixture models.