{"product_id":"implementation-and-interpretation-of-machine-david-a-wood-9780443265105","title":"Implementation and Interpretation of Machine and Deep Learning to Applied Subsurface Geological Problems: Prediction Models Exploiting Well-Log Inform","description":"\u003ci\u003eImplementation and Interpretation of Machine and Deep Learning to Applied Subsurface Geological Problems: Prediction Models Exploiting Well-Log Information\u003c\/i\u003e explores machine and deep learning models for subsurface geological prediction problems commonly encountered in applied resource evaluation and reservoir characterization tasks. The book provides insights into how the performance of ML\/DL models can be optimized--and sparse datasets of input variables enhanced and\/or rescaled--to improve prediction performances. A variety of topics are covered, including regression models to estimate total organic carbon from well-log data, predicting brittleness indexes in tight formation sequences, trapping mechanisms in potential sub-surface carbon storage reservoirs, and more. \u003cp\u003e\u003c\/p\u003eEach chapter includes its own introduction, summary, and nomenclature sections, along with one or more case studies focused on prediction model implementation related to its topic.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e David A. Wood\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0443265100\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443265105\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Elsevier\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/24\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 442\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"David A. Wood","offers":[{"title":"Paperback","offer_id":46617818005759,"sku":"9780443265105","price":165.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_2072a8e7-e699-4fcb-b7e0-60b0aedac2e8.jpg?v=1740068423","url":"https:\/\/www.whiterainbookhouse.com\/products\/implementation-and-interpretation-of-machine-david-a-wood-9780443265105","provider":"WR Book House","version":"1.0","type":"link"}