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Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
0Original price was: ₹11,125.00.₹10,012.50Current price is: ₹10,012.50.Discover the power of probabilistic models in machine learning with “Machine Learning: A Probabilistic Perspective.” This comprehensive textbook from The Bookish Owl offers a unified, accessible introduction to the field, essential for understanding the deluge of electronic data. Covering foundational concepts like probability, optimization, and linear algebra, it delves into recent advancements such as deep learning and conditional random fields. Written in an informal style with pseudo-code, color illustrations, and real-world examples from biology to computer vision, this book provides a principled, model-based approach, moving beyond simple heuristics. Ideal for upper-level undergraduates and graduate students, it includes a free MATLAB software package for hands-on learning. Enhance your data analysis skills with this insightful guide.
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Probabilistic Machine Learning: Advanced Topics
0Original price was: ₹13,350.00.₹12,015.00Current price is: ₹12,015.00.Explore the frontiers of artificial intelligence with ‘Probabilistic Machine Learning: Advanced Topics,’ the essential guide for researchers and graduate students. This comprehensive textbook, a perfect follow-up to ‘Probabilistic Machine Learning: An Introduction,’ delves into cutting-edge concepts including deep generative modeling, advanced Bayesian inference, graphical models, and decision-making under uncertainty. Discover how deep learning integrates with probabilistic frameworks, covering topics from image and text generation to causal inference. Authored by leading experts from top institutions and tech giants, this rigorous volume, featuring accompanying Python code, provides unparalleled insight into the sophisticated techniques driving modern machine learning. Elevate your understanding of AI’s complex landscape with this indispensable resource from The Bookish Owl.
