{"product_id":"probabilistic-machine-learning-advanced-topics-9780262048439","title":"Probabilistic Machine Learning: Advanced Topics","description":"\u003cp\u003e • Author(s): Kevin P. Murphy\u003cbr\u003e • Publisher: MIT Press\u003cbr\u003e • Publisher Imprint: MIT Press\u003cbr\u003e • Subject: Computer Science and Information Technology\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAn advanced book for researchers and graduate students working in machine learning and statistics who want to learn about deep learning, Bayesian inference, generative models, and decision making under uncertainty.\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eAn advanced counterpart to \u003ci\u003eProbabilistic Machine Learning: An Introduction, \u003c\/i\u003e this high-level textbook provides researchers and graduate students detailed coverage of cutting-edge topics in machine learning, including deep generative modeling, graphical models, Bayesian inference, reinforcement learning, and causality. This volume puts deep learning into a larger statistical context and unifies approaches based on deep learning with ones based on probabilistic modeling and inference. With contributions from top scientists and domain experts from places such as Google, DeepMind, Amazon, Purdue University, NYU, and the University of Washington, this rigorous book is essential to understanding the vital issues in machine learning. \u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eCovers generation of high dimensional outputs, such as images, text, and graphs \u003c\/li\u003e\n\u003cli\u003eDiscusses methods for discovering insights about data, based on latent variable models \u003c\/li\u003e\n\u003cli\u003eConsiders training and testing under different distributions\u003c\/li\u003e\n\u003cli\u003eExplores how to use probabilistic models and inference for causal inference and decision making\u003c\/li\u003e\n\u003cli\u003eFeatures online Python code accompaniment \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"MIT Press","offers":[{"title":"Hardcover","offer_id":45033044050071,"sku":"9780262048439","price":8580.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780262048439.webp?v=1769208928","url":"https:\/\/atlanticbooks.com\/products\/probabilistic-machine-learning-advanced-topics-9780262048439","provider":"Atlantic Books","version":"1.0","type":"link"}