INFORMAÇÃO TÉCNICO-COMERCIAL
Machine Learning fácil de usar, sem conhecimento especializado em dados eŸ åĵŞų埱ŸØ ŧƚå Ƌ±ĵÆæĵ čŅŸƋ±ųĜ±ĵ Úå Ÿåų ĬƚÏų±ƋĜƴ±Ÿ ĹŅ üƚƋƚųŅØ Úåƴåĵ ÚåĀĹĜų Ņ ųƚĵŅ ޱų± Ņ üƚƋƚųŅ ĘŅģåţ %åƴåĵ ĬĜÚ±ų ÏŅĵ ± ŧƚåŸƋÅŅ Ú± ÚĜčĜƋ±ĬĜDŽ±ÓÅŅØ ŞŅųŧƚå ŅŸ ŸåųƴĜÓŅŸ Úå Ú±ÚŅŸ ÚåƋåųĵĜűĵ Ņ ŸƚÏ域Ņ ĹŅŸ ĹåčņÏĜŅŸ ŠÚåš ±ĵ±ĹĘÅţ FŸƋŅ ƋŅųű ± ƚƋĜĬĜDŽ±ÓÅŅ Úå FĹƋåĬĜčéĹÏĜ± eųƋĜĀÏĜ±Ĭ ŠFeš åĵ ü´ÆųĜϱŸ Úå ŞųŅÚƚÓÅŅ ĜĹÚƚŸƋųĜ±Ĭ Ĺƚĵ ÚŅŸ ŞųĜĹÏĜޱĜŸ Ú埱ĀŅŸ ޱų± ŅŸ ŅŞåų±ÚŅųåŸ Úå ĵ´ŧƚĜűŸ å ĜĹŸƋ±Ĭ±ÓŝåŸ ±Ƌƚ±ĬĵåĹƋåţ eŸ ŸŅĬƚÓŝåŸ Úå Fe ŸÅŅ ƚƋĜĬĜDŽ±Ú±Ÿ åĵ ĵƚĜƋ±Ÿ ´ųå±ŸØ ÚåŸÚå ± ÚåƋåÓÅŅ Úå ±ĹŅĵ±ĬĜ±ŸØ ÏĬ±ŸŸĜĀϱÓÅŅ å ŞųåƴĜŸÅŅ Úå ÚåŸč±ŸƋå Ņƚ Ú±ĹŅŸØ ±Ņ controlo de qualidade.
C
SQS GSQI±EV GSQ E .&$ (SQ E JIVVE QIRXE Automated Machine Learning &21 E ;IMHQÇPPIV JSVRIGI ES YXMPM^E HSV S software ETVSTVMEHS & JIVVEQIRXE &21 TIVQMXI UYI IWTIGMEPMWXEW IQ HSQ¸RMSW GVMIQ QSHIPSW HI Machine Learning 21 HI JSVQE MRHITIRHIRXI GSQ FEWI RS GSRLIGMQIRXS HI ETPMGE±ÀIW )IWXE JSVQE TSHIQ GSRXVMFYMV GSQ S GSRLIGMQIRXS EPXEQIRXI IWTIGMEPM^EHS HSW WIYW TVSGIWWSW HI Q«UYMRE I MRWXEPE±S REW JIVVEQIRXEW HI software. 3S ǻREP HS TVS GIWWS HI QSHIPEKIQ S IWTIGMEPMWXE VIGIFI S QSHIPS QEMW EHIUYEHS TEVE E WYE ETPMGE±S Figura 2. Machine learning J«GMP HI ETPMGEV WIQ GSRLIGMQIRXS IWTIGMEPM^EHS RE «VIE HI GM´RGME HI HEHSW QSHIPEKIQ
PROCESSO DE MODELAGEM COMPLEXO -SNI SW GMIRXMWXEW HI HEHSW EREPMWEQ HEHSW I GVMEQ QSHIPSW HI 21 *WXI TVSGIWWS ³ EQ TPEQIRXI QERYEP I I\TPSVEX¾VMS .WXS RS W¾ GVME S QSHIPS VIEP QEW XEQF³Q S GLEQEHS 21 5MTIPMRI SRHI SW HEHSW TEWWEQ TSV Z« VMEW IXETEW HI TVSGIWWEQIRXS RS ǻREP HEW UYEMW S QSHIPS ³ ETVIWIRXEHS I S VIWYPXEHS ³ KIVEHS 4 TVSGIWWS HI GVME±S HS QSHIPS I HS 21 5MTIPMRI ³ QYMXS GSQTPI\S 3S XS XEP I\MWXIQ EX³ GSQFMRE±ÀIW TSWW¸ZIMW TEVE GVMEV YQE WSPY±S 21 4 design HS 21 5MTIPMRI ³ IQ GEHE GEWS ÅRMGS 4FZMEQIR XI I\MWXIQ EPKYQEW JIVVEQIRXEW HI software TEVE SW GMIRXMWXEW HI HEHSW UYI WYTSVXEQ E IWXVYXYVE F«WMGE HS 5MTIPMRI I EWWMQ WMQTPM ǻGEQ S XVEFEPLS HSW GMIRXMWXEW HI HEHSW 3S IRXERXS E QEMSVME HSW TEV¬QIXVSW HE WSPY ±S 21 HIZI WIV HIXIVQMREHE QERYEPQIRXI
Figura 1. ;IMHQÇPPIV Automated Machine Learning Tool: (VME±S EWWMWXMHE HI QSHIPSW YWERHS .RXIPMK´RGME &VXMǻGMEP .&
98
MANUTENÇÃO 145
EYXSQ«XMGE
HI JSVQE GVMEXMZE S UYI ³ ES QIWQS XIQTS YQ XVEFEPLS «VHYS )YVERXI E QSHIPEKIQ I GSRWXVY±S HS 5MTIPMRI S GMIRXMWXE HI HEHSW HMWGYXI GSRXMRYEQIRXI SW VIPEGMSREQIRXSW IRGSRXVEHSW RSW HEHSW GSQ SW IWTIGMEPMWXEW IQ Q«UYMREW I TVSGIWWSW 4W VIWYPXEHSW WS MRXIVTVIXEHSW IQ GSRNYRXS TIPS UYI SW TEV¬ QIXVSW TEVE S QSHIPS I S 5MTIPMRI WS ǻREP QIRXI MHIRXMǻGEHSW I IWXEFIPIGMHSW &WWMQ S GSRLIGMQIRXS HE ETPMGE±S TSV TEVXI HSW IWTIGMEPMWXEW HIWIQTIRLE YQ TETIP HIGMWMZS RS WYGIWWS HI YQE FSE WSPY±S 21
DEMOCRATIZAR O USO DA “MACHINE LEARNING” & ZMWS HE ;IMHQÇPPIV ³ HIQSGVEXM^EV E ETPM GE±S HE Ƹmachine learningƹ ETVIRHM^EKIQ HI Q«UYMREW SY WINE XSVR« PE EGIWW¸ZIP E XSHSW SW IWTIGMEPMWXEW IQ HSQ¸RMSW HS WI XSV I KEVERXMV UYI E ETPMGE±S HS 21 RS WIXSV RS WINE PMQMXEHE TIPS RÅQIVS HI GMIRXMWXEW HI HEHSW .WXS GSRXVMFYM TEVE YQ QIPLSV YWS HS GSRLIGMQIRXS I\MWXIRXI HI IWTIGMEPMWXEW IQ HSQ¸RMSW (SRWIUYIRXIQIRXI S YWS HS 21 TEVE ETPMGE±ÀIW MRHYWXVMEMW TVIGMWE HI WIV
TEHVSRM^EHS I WMQTPMǻGEHS E XEP TSRXS UYI SW IWTIGMEPMWXEW IQ HSQ¸RMS TSWWEQ KIVEV WSPY ±ÀIW HI 21 MRHITIRHIRXIQIRXI WIQ GSRLI GMQIRXS IWTIGMEPM^EHS RS GEQTS HE GM´RGME HI HEHSW .WXS XEQF³Q MRGPYM E QEMSV EYXSQE ±S TSWW¸ZIP HE QSHIPEKIQ FIQ GSQS E KI VE±S HS 21 5MTIPMRI TEVE EGIPIVEV E GVME±S HE WSPY±S 21 & EFSVHEKIQ XIGRSP¾KMGE TSV XV«W HMWXS ³ HIWGVMXE GSQ S XIVQS Ƹautomated machine learningƹ IQFSVE EǻVQI EYXSQEXM^EV GSQTPIXEQIRXI S TVSGIWWS HI KIVE±S HI WSPY±ÀIW HI 21 5IPS GSRXV«VMS SW IWTIGMEPMW XEW IQ HSQ¸RMS HIZIQ ZMRGYPEV EXMZEQIRXI SW WIYW GSRLIGMQIRXSW ES TVSGIWWS &21 TEVE GVMEV I\GIPIRXIW WSPY±ÀIW 21
ANÁLISE GUIADA (SQ S software &21 IWTIGMEPMWXEW IQ HS Q¸RMSW TSHIQ GVMEV QSHIPSW 21 4 software &21 KYME S YXMPM^EHSV EXVEZ³W HS TVSGIWWS HI HIWIRZSPZMQIRXS HS QSHIPS QSXMZS TIPS UYEP E ER«PMWI KYMEHE ³ QIRGMSREHE 4 W IWTIGMEPMWXE W JSGE WI RS WIY GSRLIGMQIRXS HS GSQTSVXEQIRXS HE Q«UYMRE I HS TVSGIW WS I PMKE S ESW 5VSGIWWSW 21 IQ I\IGY±S