{"product_id":"machine-learning-for-protein-science-and-engineering-9781621824800","title":"Machine Learning for Protein Science and Engineering","description":"\u003cp\u003eMachine learning \u003cbr\u003etechniques are having a huge impact on how biologists study and \u003cbr\u003eunderstand proteins. Protein structure prediction has been \u003cbr\u003erevolutionized, and new tools are improving functional annotation of \u003cbr\u003eproteins, as well as opening up new possibilities for protein design.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e \u003cp\u003eWritten and edited by experts in the field, this collection from \u003cem\u003eCold Spring Harbor Perspectives in Biology\u003c\/em\u003e\u003cbr\u003e explores the rapidly evolving intersection of machine learning and \u003cbr\u003eprotein science. The contributors review various approaches for learning\u003cbr\u003e representations of proteins, as well as statistical models of \u003cbr\u003eco-evolution and large-scale homology searches, which have important \u003cbr\u003eimplications for protein structure prediction. In addition, they examine\u003cbr\u003e applications of machine learning for functional annotation of proteins \u003cbr\u003eand variant effect prediction.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e \u003cp\u003eThe collection also explores \u003cbr\u003egenerative models for protein sequence and structure and looks at the \u003cbr\u003eenvironmental impact of applying these tools, acknowledging the need to \u003cbr\u003ebalance technological advancement with sustainable computing. It is \u003cbr\u003etherefore an essential reference for all scientists interested in both \u003cbr\u003elearning more about these techniques and implementing them in research \u003cbr\u003einstitutions.\u003c\/p\u003e\u003cbr\u003e","brand":"Cold Spring Harbor Laboratory Press","offers":[{"title":"Default Title","offer_id":51415219568914,"sku":"9781621824800","price":82.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_22cd6615-7e4a-4bf4-83d8-52edb9692f47.jpg?v=1751130987","url":"https:\/\/surprise-castle.myshopify.com\/products\/machine-learning-for-protein-science-and-engineering-9781621824800","provider":"Surprise Castle","version":"1.0","type":"link"}