Benjamin Recht - Optimization for Data Analysis - New Hardback

Description: About this Item The item is a book Hardback The Author Name is Benjamin Recht The Title is Optimization for Data Analysis Condition New Other Comments Pages Count - 238. Binding type - Hardcover. Content Language - English Category - MATHEMATICS / General COMPUTERS / Data Science / General Product Description - Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth especially convex functions the stochastic gradient method, a workhorse algorithm in machine learning the coordinate descent approach several key algorithms for constrained optimization problems algorithms for minimizing nonsmooth functions arising in data science foundations of the analysis of nonsmooth functions and optimization duality and the back-propagation approach, relevant to neural networks. We Use Stock Images Because we have over 2 million items for sale we have to use stock images, this listing does not include the actual image of the item for sale. The purchase of this specific item is made with the understanding that the image shown in this listing is a stock image and not the actual item for sale. For example: some of our stock images include stickers, labels, price tags, hyper stickers, obi's, promotional messages, signatures and or writing which may not be available in the actual item. When possible we will add details of the items we are selling to help buyers know what is included in the item for sale. The details are provided automatically from our central master database and can sometimes be wrong. Books are released in many editions and variations, such as standard edition, re-issue, not for sale, promotional, special edition, limited edition, and many other editions and versions. The Book you receive could be any of these editions or variations. If you are looking for a specific edition or version please contact us to verify what we are selling. Gift IdeasThis is a great gift idea. Hours of ServiceWe have many warehouses, some of the warehouses process orders seven days a week, but the Administration Support Staff are located at a head office location, outside of the warehouses, and typically work only Monday to Friday. Location ID 555z iHaveit SKU ID 163567045

Price: 44.85 GBP

Location: GB

End Time: 2024-12-14T23:56:30.000Z

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