{"product_id":"machine-learning-in-microbial-forensics-9780224176064","title":"Machine Learning in Microbial Forensics","description":"\u003cp\u003e • Author(s): Hayes Cary\u003cbr\u003e • Publisher: Cary Hayes\u003cbr\u003e • Publisher Imprint: Cary Hayes\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eMicrobial ecosystems are complex, with hundreds of members interacting with each other and the environment. The intricate and hidden behaviors underlying these interactions make research questions challenging - but can be better understood through machine learning. However, most machine learning that is used in microbiome work is a black box form of investigation, where accurate predictions can be made, but the inner logic behind what is driving prediction is hidden behind nontransparent layers of complexity\u003c\/p\u003e","brand":"Cary Hayes","offers":[{"title":"Paperback","offer_id":45115505115287,"sku":"9780224176064","price":1934.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780224176064.webp?v=1767642662","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-in-microbial-forensics-9780224176064","provider":"Atlantic Books","version":"1.0","type":"link"}