{"product_id":"deep-learning-through-sparse-and-low-rank-modeling-9780128136591","title":"Deep Learning through Sparse and Low-Rank Modeling","description":"\u003cp\u003e • Author(s): Zhangyang Wang\u003cbr\u003e • Publisher: Academic Press\u003cbr\u003e • Publisher Imprint: Academic Press\u003cbr\u003e • BISAC: Image Processing\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003ci\u003eDeep Learning through Sparse Representation and Low-Rank Modeling\u003c\/i\u003e bridges classical sparse and low rank models--those that emphasize problem-specific Interpretability--with recent deep network models that have enabled a larger learning capacity and better utilization of Big Data. It shows how the toolkit of deep learning is closely tied with the sparse\/low rank methods and algorithms, providing a rich variety of theoretical and analytic tools to guide the design and interpretation of deep learning models. The development of the theory and models is supported by a wide variety of applications in computer vision, machine learning, signal processing, and data mining.\u003c\/p\u003e \u003cp\u003eThis book will be highly useful for researchers, graduate students and practitioners working in the fields of computer vision, machine learning, signal processing, optimization and statistics.\u003c\/p\u003e","brand":"Academic Press","offers":[{"title":"Paperback","offer_id":45309989748887,"sku":"9780128136591","price":5470.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780128136591.webp?v=1769286727","url":"https:\/\/atlanticbooks.com\/products\/deep-learning-through-sparse-and-low-rank-modeling-9780128136591","provider":"Atlantic Books","version":"1.0","type":"link"}