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Author : Ian Goodfellow Pages : 778 pages Publisher : The MIT Press Language : eng ISBN-10 : 0262035618 ISBN-13 : 9780262035 613

Deep Learning An intr odu ctio n to a bro ad ran ge of topi cs in dee p lear nin g,


cov erin g mat he mat ical and con cep tual bac kgr oun d, dee p lear nin g tec hni que s use d in ind ustr y, and res ear ch per spe ctiv es. Dee p lear nin g is


a for m of ma chi ne lear nin g tha t ena ble s co mp ute rs to lear n fro m exp erie nce and und erst and the wor ld in ter ms of a hier arc hy of


con cep ts. Bec aus e the co mp ute r gat her s kno wle dge fro m exp erie nce , the re is no nee d for a hu ma n co mp ute r ope rat or to


for mal ly spe cify all the kno wle dge tha t the co mp ute r nee ds. The hier arc hy of con cep ts allo ws the co mp ute r to lear n co mpl icat ed con cep


ts by buil din g the m out of sim pler one s; a gra ph of the se hier arc hie s wo uld be ma ny lay ers dee p. Thi s boo k intr odu ces a bro ad ran


ge of topi cs in dee p lear nin g.T he text offe rs mat he mat ical and con cep tual bac kgr oun d, cov erin g rele van t con cep ts in line ar alg ebr a, pro


bab ility the ory and info rma tion the ory, nu mer ical co mp uta tion , and ma chi ne lear nin g. It des crib es dee p lear nin g tec hni que s use d by pra


ctiti one rs in ind ustr y, incl udi ng dee p fee dfo rwa rd net wor ks, reg ular izat ion, opti miz atio n alg orit hm s, con vol utio nal net wor ks, seq uen ce mo


deli ng, and pra ctic al met hod olo gy; and it sur vey s suc h app lica tion s as nat ural lan gua ge pro ces sin g, spe ech rec ogn itio n, co mp ute r visi on,


onli ne rec om me nda tion sys tem s, bioi nfo rma tics , and vid eog am es. Fin ally , the boo k offe rs res ear ch per spe ctiv es, cov erin g suc h the ore


tica l topi cs as line ar fact or mo del s, aut oen cod ers, rep res ent atio n lear nin g, stru ctur ed pro bab ilist ic mo del s, Mo nte Carl o met hod s, the


par titio n fun ctio n, app roxi mat e infe ren ce, and dee p gen era tive mo del s.D eep Lea rnin g can be use d by und erg rad uat e or gra dua te stu den ts


pla nni ng car eer s in eith er ind ustr y or res ear ch, and by soft war e eng ine ers wh o wa nt to beg in usi ng dee p lear nin g in thei r pro duc ts or


plat for ms. A we bsit e offe rs sup ple me nta ry mat eria l for bot h rea der s and inst ruct ors. Deep Learning Get Now https://madbooksxyz.blogspot.com/?book=0262035618

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Deep Learning  

Deep Learning Get Now https://madbooksxyz.blogspot.com/?book=0262035618

Deep Learning  

Deep Learning Get Now https://madbooksxyz.blogspot.com/?book=0262035618

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