{"product_id":"machine-learning-for-subsurface-characterization-siddharth-misra-9780128177365","title":"Machine Learning for Subsurface Characterization","description":"\u003ci\u003eMachine Learning for Subsurface Characterization\u003c\/i\u003e develops and applies neural networks, random forests, deep learning, unsupervised learning, Bayesian frameworks, and clustering methods for subsurface characterization. Machine learning (ML) focusses on developing computational methods\/algorithms that learn to recognize patterns and quantify functional relationships by processing large data sets, also referred to as the \"big data.\" Deep learning (DL) is a subset of machine learning that processes \"big data\" to construct numerous layers of abstraction to accomplish the learning task. DL methods do not require the manual step of extracting\/engineering features; however, it requires us to provide large amounts of data along with high-performance computing to obtain reliable results in a timely manner. This reference helps the engineers, geophysicists, and geoscientists get familiar with data science and analytics terminology relevant to subsurface characterization and demonstrates the use of data-driven methods for outlier detection, geomechanical\/electromagnetic characterization, image analysis, fluid saturation estimation, and pore-scale characterization in the subsurface.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Siddharth Misra, Hao Li, Jiabo He\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0128177365\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780128177365\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Gulf Professional Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/13\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 440\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.29lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.90d","brand":"Siddharth Misra","offers":[{"title":"Paperback","offer_id":43913361719551,"sku":"9780128177365","price":140.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_46dcbb83-25f3-45b2-944d-9d1d828e00f0.jpg?v=1680618225","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-for-subsurface-characterization-siddharth-misra-9780128177365","provider":"WR Book House","version":"1.0","type":"link"}