{"product_id":"modern-machine-learning-and-pattern-djamel-bouchaffra-9783032249531","title":"Modern Machine Learning and Pattern Recognition","description":"\u003cem\u003eModern Machine Learning and Pattern Recognition\u003c\/em\u003e presents a rigorous, comprehensive exploration from classical learning paradigms to the latest deep architectures and large language models. Integrating supervised, unsupervised, self-supervised, and reinforcement learning with modern neural network design, the book offers a unified view of machine learning and pattern recognition grounded in statistical learning theory and optimization. Through a progression of chapters, readers move from foundations and multilayer perceptrons to convolutional and recurrent networks, generative adversarial models, and transformer-based large language models. \u003cp\u003eA special feature of this text is its combination of theoretical depth with extensive practice-oriented material, including many exercises, Python-based projects, and real-world case studies that bridge mathematical analysis with implementation and experimentation. Beyond just standard architectures, the book introduces original coalitional neural models with energy-based foundations, drawing on statistical physics, game theory, and random matrix theory to analyze and redesign deep networks at a fundamental level. It concludes with dedicated chapters on the ethical and social implications of large-scale models and on emerging research directions such as topological datat analysis, meta-reasoning in LLMs, and causal inference: helping readers connect core techniques to current debates and future developments in AI. \u003c\/p\u003e Meant for advanced undergraduates, graduate students, researchers, and professionals, this single-author monograph provides a coherent and pedagogically structured treatment suitable for classroom adoption, self-study, and reference. Readers are equipped not only to understand existing models, but also to engage with ongoing research on interpretability, robustness, and the next generation of learning architectures.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Djamel Bouchaffra\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3032249538\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783032249531\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/25\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 767\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Djamel Bouchaffra","offers":[{"title":"Hardcover","offer_id":48659791020287,"sku":"9783032249531","price":69.99,"currency_code":"USD","in_stock":false}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/modern-machine-learning-and-pattern-djamel-bouchaffra-9783032249531","provider":"WR Book House","version":"1.0","type":"link"}