03 Make The Most of Machine Learning

 

Fbgl tel fkst kn fb`ehdl olbrdhdj   Bprkvl`el bo bo fâxhfk lo bprldchzbal bprldchzbal butkfâth`k

Skcby, Skcb y, Lo bprldchzbal butkfâth`k lstâ byucbdck b ob prkphlcbc cl b`thvks Krjbdhzb`hkdls Ybrb bo`bdzbr ud dhvlo lolvbck cl hdtlohjld`hb shtub`hkdbo. Lo bprldchzbal butkfâth`k thldl ld `uldtb tkcb ob ehstkrhb cl oks lrrkrls pbrb hcldth hcl dthnh` nh`br br oks shjdks shjdks cl nrb`bsk nrb`bsk cl bdtlfbd bdtlfbdk. k. Juæb Juæb obs b``hkd b``hkdls ls cl oks bcfh bc fhdh dhst strbc rbckr krls ls cl b`thv b`thvks ks y prkp prkpkr kr`h `hkd kdb b bolr bolrtbs tbs tlfpr tlfprbd bdbs bs cl nboob nboobs s hdfhdldtls hdfhd ldtls cl b`thvks qul bdtlrhkrfldtl bdtlrhkrfldtl ok ebræbd ebd plrfbdl`hck plrfbdl`hck shd slr  cltl`tbcks. Lstâ boobdbdck lo `bfhdk pbrb nkrfbs fâs hdtlohjldtls y râphcbs cl tkfbr cl`hshkdls mbsbcbs ld cbtks ld lo fbdtldhfhldtk prlch`thvk.  

Ph mhld ob hdvlsthjb`hðd eb lstbck tldhldck oujbr ld lo bprldchzbal butkfâth`k curbdtl cè`bcbs, su usk prâ`th`k bekrb lstâ bvbdzbdck b ud rhtfk râphck. Lstb b`lolrb`hðd sl clml bo `rl`hfhldtk clo mhj cbtb, lo Hdtlrdlt hdcustrhbo cl obs `ksbs (HH (HHkS kS), ), ob pktld pktld`hb `hb hdnkrf hdnkrfât âth`b h`b y ob dl`ls dl`lshcb hcbc c cl `bpb` `bpb`hcb hcbcl cls s prlc prlch`t h`thvb hvbs s y prls`rhpthvbs suplrhkrls pbrb bcfhdhstrbr oks b`thvks `kfpolaks cl eky ld cæb. Ykr ok jldlrbo, sl eb rlob`hkdbck `kd hdcustrhbs `kfk lo trbdspkrtl y ob mbd`b (phldsl ld oks butkfðvhols butðdkfks y ob vhjhobd`hb clo nrbucl, rlspl`thvbfldtl), plrk tbfmhèd tbfmhèd eby fu`eks usks pbrb pbrb lo bprldchz bprldchzbal bal cl fâquhdbs fâquhdbsld ld lo sl`tkr  sl`tkr  hdcustrhbo, hdcustrh bo, `kfk lo fbdtldhfhldtk prlch`thvk y ob bpoh`b`hðd bpoh`b`hðd cl hdtlohjld`hb hdtlohjld`hb brthnh`hbo (HB) ld pobdtbs hdcustrhbols y kplrb`hkdls cl b`thvks cl hdnrblstru`turb. Oks pr Oks prhfl hflrks rks us usub ubrhk rhks s clo clo bprld bprldchz chzbal bal butkfâ butkfâth` th`k k yb ls lstâ tâd d `ksl `ksl`eb `ebdc dck k oks mldlnh`hks clo fbdtldhfhldtk prlch`thvk pbrb kmtldlr fâs hdnkrfb`hðd y tkfbr  flakrls cl`hshkdls skmrl lo rldchfhldtk cl sus b`thvks y kplrb`hkdls. Ylrk bdtls cl qul qul su krjb krjbdhz dhzb` b`hðd hðd hdvhlr hdvhlrtb tb ld bprld bprldchz chzbal bal butkf butkfâth âth`k `k,, ls hfpkrt hfpkrtbdt bdtl l rl`kdk`lr qul eby fu`ebs kp`hkdls y tè`dh`bs chspkdhmols. Oks Ok s cbtk cbtks s vhld vhldld ld ld fu`e fu`ebs bs nkrf nkrfbs bs y tbfb tbfbòk òks, s, `k `kfk fk sl slrh rhls ls tlfp tlfpkr krbo bols ls,, lthqultbcks, lthqultb cks, bolbtkr bolbtkrhks, hks, hdtlrfht hdtlrfhtldtl ldtls, s, dk lstru`t lstru`turbc urbcks ks y fu`eks fu`eks fâs. Skck Skck `kdthldl hdnkrfb`hðd7 skok dl`lshtbs lo ldnkqul `krrl`tk pbrb clsmokqulbrok. Bquæ ls ckdcl oks bojkrhtfks uthohzbcks ld lo bprldchzbal butkfâth`k pulcld byucbr b oks rlspkdsbmols cl ob tkfb cl cl`hshkdls. Skck sl rlcu`l b ld`kdtrbr ob flakr  kp`hðd pbrb oks cbtks y obs dl`lshcbcls cl su krjbdhzb`hðd

> prljudtbs qul rlspkdclr bdtls cl hdvlrthr 

2.

»Ruè dl`lshtbfks sbmlr;

»Ruè quhlrls qul tl chjbd tus cbtks; »Ruè dk lstâ vhldck b`tubofldtl qul lsplrb qul lo bprldchzbal butkfâth`k pulcb rlvlobr;

 

=.

»Lstâd ohfphks dulstrks cbtks;

 Bsljñrlsl  Bsljñrl sl cl qul qul sus cbtks cbtks lstèd lstèd chspkdhmols, chspkdhmols, ohstks ohstks y vbohcbcks. vbohcbcks. 0.

»Sldlfks sunh`hldtls cbtks;

Ybrb eb`lr prlch``hkdls prl`hsbs skmrl lo nuturk, udb pobtbnkrfb cl bprldchzbal butkfâth butk fâth`k `k dl`lsht dl`lshtb b bprldc bprldclr lr clo pbsbck. pbsbck. Dl`lsht Dl`lshtb b "ldtrld "ldtrldbr" br" usbdck usbdck fu`eks fu`eks cbtks ehstðrh`ks. B `kdthdub`hðd, pulcl bpoh`br oks pbtrkdls qul ld`uldtrb b oks cbtks qul sus b`thvks lstâd jldlrbdck ld thlfpk rlbo. »@uâ »@ uâoo ls ob pobtb pobtbnk nkrf rfb b cl bprld bprldch chzb zbal al butk butkfâ fâth th`k `k `krrl `krrl`tb `tb pbrb pbrb 3. dksktrks;

Lohab su pobtbnk Lohab pobtbnkrfb rfb `uhcbck `uhcbcksbfl sbfldtl, dtl, `kdshcl `kdshclrbdc rbdck k ob hdtlrkp hdtlrkplrbm lrbmhohc hohcbc bc `kd sus shstlfbs lxhstldtls. .

»Ykclfks `kfpbrthr ob sbohcb cl cbtks;

Lo `kdk` `kdk`hfh hfhld ldtk tk bcquhr bcquhrhc hck k b trbvè trbvès s clo clo bprld bprldchz chzbal bal butk butkfât fâth`k h`k dk skok skok clml clml bpoh`brsl b ud prkyl`tk b ob vlz. Ob ls`bobmhohcbc clo bprldchzbal butkfâth`k shjdhnh` shjd hnh`b b qul pulcl y clml clml hd`krpkr hd`krpkrbrsl brsl ld tkcb ob lfprlsb, lfprlsb, prkpkr`hk prkpkr`hkdbdc dbdck k hdnkrfb` hdnk rfb`hðd hðd ld `uboquhl `uboquhlrr ârlb ârlb rh`b ld cbtks. cbtks. Bdtls Bdtls cl hdvlrthr hdvlrthr ld bprldc bprldchzba hzbal l butkfâth`k, pobdll sb`br lo fâxhfk prkvl`ek cl èo

Obs krjbdhz krjbdhzb`h b`hkdl kdls s qul `kdshclr `kdshclrld ld lstbs lstbs prljudt prljudtbs bs `uhcbck `uhcbcksbfl sbfldtl dtl bdtls bdtls cl hdvlrthr ld bprldchzbal butkfâth`k lstbrâd ld `kdch`hkdls cl prk`lsbr mhj cbtb, eb`h eb `hld ldck ck qul qul oks oks prk` prk`ls lsks ks y cl`h cl`hsh shkd kdls ls `kfp `kfpol olab abs s slbd slbd fâs fâs nâ`h nâ`hol ols s cl `kfprldclr.

Lo pktld`hbo clo bprldchzbal butkfâth`k

 Ph mhld oks sl`tkrls cl ob sbouc, nhdbd`hlrk y butkfktrhz yb lstâd bvbdzbdck `kd lo bprldc bprldchzba hzbal l butkfâth butkfâth`k, `k, obs kpkrtud kpkrtudhcbc hcbcls ls tbfmhèd tbfmhèd sl lstâd lstâd clsbrrko clsbrrkoobd obdck ck râphcbfldtl ld obs hdcustrhbs hdtldshvbs ld b`thvks. Ld `uboquhlr hdcustrhb, hdcustrhb, ob `bpb`hcbc `bpb`hcbc cl rl`kdk`lr rl`kdk`lr nboobs ld oks lquhpks y bsæ lvhtbr  thlfpks cl hdb`thvhcbc dk pobdhnh`bcks, `kstks cl rlpbrb`hðd y pkshmols cbòks bfmhldtbols ls nudcbfldtbo pbrb lo èxhtk. Ld ob prknlshðd cl jlsthðd cl b`thvks

 

sbmlfks `ðfk pkdlr ld fbr`eb muldbs lstrbtljhbs cl nhbmhohcbc l hfpolfldtbr  pr prkjr kjrbfb bfbs s cl fbdtl fbdtldhf dhfhld hldtk tk prkb` prkb`thv thvks ks y mbsb mbsbcks cks ld ob `kdch `kdch`h `hðd. ðd. @kd lo bprldchzbal butkfâth`k, eby kpkrtudhcbcls pbrb flakrbr bñd fâs ob shtub`hðd. Cldtrk clo sl`tkr hdcustrhbo, lo fbdtldhfhldtk prlch`thvk ls udb cl obs ârlbs ckdcl lo bprldchzbal butkfâth`k ls fâs bpoh`bmol. \d lalfpok clstb`bck b lsflchcb lo cl ud nbmrh`bdtl cl b`lrk. Lo chnlrldtls b`lrk b vl`ls pulcl clnkrfbr k "ldjbrzbr" qul vhbab b trbvès cl obs ltbpbs clo prk`lsk cl nbmrh`b`hðd. Oks clnl`tks jrbdcls skok sl pulcld `krrljhr `bcb slhs flsls, y oks fâs plqulòks plqulòks udb vlz bo fls, curbdtl lo fbdtldhf fbdtldhfhldtk hldtk pobdhnh`bck pobdhnh`bck qul hfpoh`b obrjks plrækcks cl thlfpk cl hdb`thvhcbc, ok qul ok eb`l fuy `kstksk pbrb lo nbmrh`bdtl. Lo nbmrh`bdtl bpoh`ð vbrhbs tè`dh`bs cl bprldchzbal butkfâth`k `kd lo kmalthvk cl1 –

rl rlcu cu`h `hrr oks oks clnl clnl`t `tks ks y ok` ok`bo bohz hzbr br sus sus `bu `busb sbs s nudc nudcbf bfld ldtb tbol ols s

–

hcld hcldth thnh nh`b `brr obs obs vbrh vbrhbm bmol ols s qul qul fâs fâs hfp hfpkr krtb tbd d

–

pr prhk hkrh rhzb zbrr oks oks b`th b`thvk vks s curb curbdt dtl l oks oks `hlr `hlrrl rls s pob pobdh dhnh nh`b `bck cks. s.

Ob prhflrb pbrtl clo prk`lsk nul krcldbr oks cbtks cl oks b`thvks ld ud fbpb butk-krj butk -krjbdhz bdhzbck bck.. Obs rlcls rlcls dlurkdb dlurkdbols ols krjbdhz krjbdhzbrkd brkd oks cbtks cbtks ld chlz `obsls `obsls chsthdtbs mbsbcbs ld obs `brb`tlræsth`bs clo b`lrk, `kfk lo jrkskr y lo plsk, b flchcb qul ldtrbmb ld `bcb ltbpb clo prk`lsk cl nbmrh`b`hðd. @kd oks cbtks fâs krjbdhzbcks, ob krjbdhzb`hðd shjuhð `kd ud mbttlry cl ktrbs tè`dh`bs cl bprldchzbal butkfâth`k, tbols `kfk1 – âr ârmk mkol ols s cl cl`h cl`hsh shðd ðd,, pbrb pbrb cls` cls`um umrh rhrr pbtrk pbtrkdl dls s ld oks oks cbtks cbtks l hcld hcldth thnh nh`b `brr què què `brb`tlræsth`bs lrbd hfpkrtbdtls ld lsks pbtrkdls   –

hdclx hdclxb` b`hðd hðd cl lst lstbc bck k cl b`thv b`thvks ks,, pb pbrb rb cltl cltlrfh rfhdbr dbr lo lstb lstbck ck cl cl oks oks b`thv b`thvks ks

– pr prhkr hkrhz hzb`h b`hðd ðd clo clo lstb lstbck ck cl cl oks oks b`thv b`thvks, ks, pbrb pbrb `obs `obshnh hnh`br `br ooks ks b`th b`thvks vks cl b`u b`ulrc lrck k `kd su lstbck – bdâo bdâohs hshs hs cl `kfpk `kfpkdl dldt dtls ls prhd prhd`h `hpb pbol ols, s, pbrb pbrb trbd trbdsn snkr krfb fbrr (rlcu (rlcu`h `hr) r) lo dñflr dñflrk k cl vbrhbmols `krrlob`hkdbcbs b ud dñflrk fldkr – `ous `oustl tlrh rhd dj/cl j/cltl tl`` ``hð hðd d cl bdkfb bdkfboæ oæbs bs,, pbrb brb rlsbo lsbotb tbrr `ðfk `ðfk `bcb `bcb b`th b`thvk vk sl clsvæb cl su fkck cl nud`hkdbfhldtk dkrfbo.

 

Lstbs tè`dh`bs hcldthnh`brkd obs prhd`hpbols vbrhbmols bsk`hbcbs `kd oks clnl`tks cl prkcu`` prkc u``hðd, hðd, y plrfhthl plrfhthlrkd rkd bo nbmr nbmrh`bd h`bdtl tl clsbrrk clsbrrkoobr oobr ud prk`lsk prk`lsk pbrb bpoh`br ob cltl``hðd cl bdkfboæbs b su lquhpbfhldtk. Pl eb clfkstrbck qul lstks prk`lsks rl rlcu cu`l `ld d ob dl`l dl`lsh shcb cbc c cl ud bdâo bdâohs hshs hs lxeb lxebus usth thvk vk cl oks oks lquh lquhpk pks. s. Sbfm Sbfmhè hèd d prkpkr`hkdbd b oks kplrbckrls flakrls elrrbfhldtbs y fâs hdnkrfb`hðd `kd ob qul tkfbr cl`hshkdls cl fbdtldhfhldtk.  Bdtlrhkrfldtl, ob krjbdhzb`hðd  Bdtlrhkrfldtl, krjbdhzb`hðd pbsbmb udb `bdthcbc shjdhnh`bthvb shjdhnh`bthvb cl thlfpk ok`bohzbdck obs `busbs cl oks prkmolfbs y rlbohzbdck fbdtldhfhldtk. Lo dulvk bojkrhtfk bekrb sl pulcl lal`utbr bdtls cl ud `hlrrl pobdhnh`bck, pbrb hcldthnh`br  què b`thvks prhkrhzbr curbdtl lo `hlrrl. @ldtrbrsl ld oks b`thvks qul lstâd ld fbykr rhlsjk shjdhnh`b qul `bcb `hlrrl pulcl slr fâs `krtk, plrk fâs vbohksk, eb`hèdckoks fu`ek fâs lnh`hldtls y fldks `kstksks

Oæclrls cl ob hdcustrhb

Ob nbmrh`b`hðd sl fld`hkdb b flduck audtk `kd lo bprldchzbal butkfâth`k, y pkr  udb ud b muld muldb b rbzðd1 rbzðd1 oks oks mldln mldlnh`h h`hks ks ld ls lstb tb hdcus hdcustrh trhb b skd skd fuy rlbol rlbols. s. Hd`ou Hd`ouyld yld rlcu``hk rlcu ``hkdls dls ld oks `kstks kplrbthvks, fbykr `kdnhbmhohcbc y bufldtk cl ob prkcu`thvhcbc, trls kmalthvks qul sl rlob`hkdbd `kd ob "trhdhcbc" cl ob nbmrh`b`hðd. Ybrb okjrbr lstks mldlnh`hks, oks nbmrh`bdtls dl`lshtbd udb pobtbnkrfb chjhtbo pbrb `bpturbr, bofb`ldbr y bdbohzbr oks cbtks jldlrbcks pkr oks shstlfbs cl `kdtrko y sldskrls `kdl`tbcks b sus lquhpks b trbvès clo HHkS. Lo fbdtldhfhldtk prlvldthvk ls `obvl pbrb flakrbr lo thlfpk cl b`thvhcbc y ob prkcu`thvhcbc, pkr ok qul obs prlch``hkdls fâs prl`hsbs cl nboobs ld oks lquhpks skd lsld`hbols `kd lo bufldtk cl ob clfbdcb. X bo sbmlr ok qul lstâ b pudtk cl nboobr bdtls cl thlfpk, phlzbs cl rlpulstk y clpbrtbfldtks cl hdvldtbrhk pulcl bsljurbrsl cl qul su trbmbak sl bohdlb `kd obs prlch``hkdls. Ob flakrb cl oks prk`lsks cl prkcu``hðd `kd ud sðohck shstlfb cl fkdhtkrlk cl `kdch`hðd pulcl prkpkr`hkdbr hdnkrfb`hðd shd prl`lcldtls skmrl ob lnl`thvhcbc jldlrbo clo lquhpk, `kfk flchbdtl lo `kdtrko cl obs prlshkdls clo bhrl y clo b`lhtl y cl obs prlshkdls y cl obs tlfpobdzbs cl nkrfb rljuobr y `kelrldtl. Ylrk obs krjbdhzb`hkdls qul ohclrbd lo `bfhdk ld lstl âfmhtk dk sl ohfhtbd bo sl`tkr fbdunb`turlrk. Ld ob hdcustrhb clo pltrðolk y lo jbs, ob `bpb`hcbc cl rl`kdk`lr nboobs ld oks lquhpks y lvhtbr thlfpks cl hdb`thvhcbc dk pobdhnh`bcks, `kstks cl rlpbrb`hðd y lo cbòk cb òk bfmh bfmhld ldtb tboo pktl pktld` d`hb hboo ls `ræt `ræth` h`k k pbrb pbrb lo èxht èxhtk k ld tkcb tkcbs s obs obs b`th b`thvh vhcb cbcl cls s `kflr`hbols1 clscl ob hcldthnh`b`hðd cl yb`hfhldtks cl pkzks y ob lstrbtljhb cl plrnkrb`hðd, ebstb ob prkcu``hðd y lo prk`lsbfhldtk. Lo bprldchzbal butkfâth`k pulcl pu lcl clslf clslfplò plòbr br ud pbpl pbploo hfpkrt hfpkrtbdt bdtl l ld ob hcldt hcldthnh hnh`b `b`hð `hðd d cl nboobs nboobs ld oks lquhpks y lo fbdtldhfhldtk cl udb prkcu``hðd `kdnhbmol.

 

Obs `kfpbòæbs loè`trh`bs sl vld bnl`tbcbs pkr lo ldvlal`hfhldtk cl oks b`thvks, ob `rl`hldtl clfbdcb cl ldlrjæb, y lo bufldtk cl oks `kstks. Ykr ok tbdtk, udb vlz fâs, ob `bpb`hcbc cl rl`kdk`lr obs nboobs cl oks lquhpks y lvhtbr lo thlfpk cl hdb`thvhcbc dk pobdhnh`bck, oks `kstks cl rlpbrb`hðd y lo cbòk bfmhldtbo pktld`hbo ls nudcbfldtbo pbrb lo èxhtk ld lstl sl`tkr. Lo bprldchzbal butkfâth`k lstâ bufldtbdck lo bvbd`l eb`hb udb rlc loè`trh`b hdtlohjldtl1 udb ldkrfl `bdthcbc cl b`thvks `kdl`tbcks, rlpbrthcks ld udb jrbd rlc, ok qul plrfhtl b obs lfprlsbs cl slrvh`hks pñmoh`ks bprkvl`ebr flakr y kmtldlr kmtl dlr hdnkrfb hdnkrfb`hðd `hðd clo HHkS. HHkS. @kd trbdsnkr trbdsnkrfbck fbckrls, rls, phokdls phokdls,, `bmols, `bmols, turmhdb turmhdbs, s, udhcbcls cl bofb`ldbfhldtk y fâs, lo pktld`hbo cl nbook cl oks lquhpks ls botk, y oks nbooks `kdoolvbd `kdsl`uld`hbs cl jrbd bo`bd`l. Yrlcl`hr lrrkrls uthohzbdck cbtks y fkcloks ls ob rlspulstb pbrb fbdtldlr ob dulvb rlc nud`hkdbdck shd prkmolfbs. Obs lfpr Obs lfprls lsbs bs cl bjub bjub sl ldnr ldnrld ldtb tbd d b rltk rltks s shfh shfhob obrl rls1 s1 hdnr hdnrbl blst stru ru`t `tur urbs bs ldvlal`hcbs, `kstls `rl`hldtls, udb rljuob`hðd fâs lstrh`tb y udb clfbdcb `bcb vlz fbykr. fbykr. Bsæ qul tbfmhèd tbfmhèd pulcld pulcld kmtldlr kmtldlr mldlnh`hks mldlnh`hks shfhobrls shfhobrls clo bprldchzbal butkfâth`k, `kfk ob hcldthnh`b`hðd bprldchzbal hcldthnh`b`hðd nbook clo  lquhpk  bdtls  cl  qul k`urrb,  dk skok ob prkmbmhohcbc cl nbook,   shdk tbfmhèd  lo thpk cl  nbook  qul  ls prkmbmol qul k`urrb. Ktrks mldlnh`hks clo bprldchzbal butkfâth`k ld lo sl`tkr clo bjub hd`ouyld ob bcl`ub` bcl` ub`hðd hðd cl ob knlrtb y ob clfbdcb clfbdcb flchbdtl flchbdtl prkdðst prkdðsth`ks h`ks prlch`thvk prlch`thvks s y eb`lr  eb`lr  qul oks flchckrls hdtlohjldtls slbd fâs hdtlohjldtls pbrb byucbr b nrldbr oks rlshcuks, lspl`hbofldtl curbdtl ob ls`bslz cl bjub.

 

Lo pudtk cl hdnolxhðd Ob `k `kfm fmhd hdb` b`hð hðd d `krr `krrl` l`tb tb cl bpoh bpoh`b `b`h `hkd kdls ls cl bprl bprldc dchz hzba bal l butk butkfâ fâth th`k `k y fbdtldhfhldtk, `kd cbtks cl HHkS, pulcl knrl`lr lsthfb`hkdls fâs prl`hsbs cl obs nboobs cl oks lquhpks, ok qul oolvb b b udb jbfb cl rlsuotbcks pkshthvks, hd`ouhcb hd`o uhcb ob rlcu``h rlcu``hðd ðd clo thlfpk cl hdb`thv hdb`thvhcbc hcbc y oks `kstks bsk`hbcks. bsk`hbcks. \db pobtbnkrfb pobtbnkrf b cl bprldchzbal butkfâth`k qul sl lohab `uhcbck `uhcbcksbfl sbfldtl, dtl, `kd lstbs slhs prljudtbs ld fldtl, vbocrâ ob pldb ob hdvlrshðd.  Bojudks usubrhks usubrhks cl Mldtoly Pystlfs lstâd `kfmhdbdck `kfmhdbdck lo bprldchzbal bprldchzbal butkfâth`k `kd ktrbs tl`dkokjæbs pbrb qul lo prk`lsk slb bñd fâs mldlnh`hksk.

 Bo eb`lr qul lo prk`lsk sl ldnkqul ldnkqul ld lo fkclok y bjrljbr pbdlols cl vhsubohzb`hðd, vhsubohzb` hðd, cbtks cl HHkS mbsbcks ld ob duml, bdâohshs y fkclobck cl rlbohcbc b obs pobtb pobtbnkr nkrfbs fbs cl bprld bprldchz chzba bal l butkf butkfât âth`k h`k,, lo rlsuot rlsuotbc bck k ls udb udb skou` skou`hðd hðd `kfp `k fpol oltb tb pbrb kpl kplrb` rb`hkd hkdls, fbdt fbdtl ldhfhl hfhld dtk l hdj hdjldhlr dhlrææb. \d pobd cl fbdt fb dtld ldhf hfhl hldt dtk k prlc prlch` h`th thvk vk hf hfpu puos osbc bck k pkr pkr udb udb pobt pobtbn bnkr krfb fb cl bprl bprldc dchz hzba bal l butkfâth`k butkfâth` k `uhcbcksbfldtl `uhcbcksbfldtl loljhcb pulcl prkpkr`hkdbr prkpkr`hkdbr b obs krjbdhzb`hkdls udb vhshðd shd prl`lcldtls cl sus kplrb`hkdls y qul `kdoolvb slrhks mldlnh`hks ld lnh`hld`hb, sljurhcbc, kpthfhzb`hðd y tkfb cl cl`hshkdls. Obs tl`dkokjæbs lstâd `kdvlrjhldck, oolvbdck b ob hdcustrhb b ud pudtk cl hdnolxhðd ld ob trbdsnkr trbdsnkrfb`h fb`hðd ðd chjhtbo chjhtbo.. \d ldnkqu ldnkqul l cl fbdtldhf fbdtldhfhldt hldtk k prlch`t prlch`thvk hvk pbrb pbrb ob

 

`kdnhbmhohcbc y lo rldchfhldtk cl oks b`thvks shjdhnh`b qul lo bdâohshs cl `busb rbæz prkdtk pkcræb slr `ksb clo bsbck

]h`ebrc Hrwhd hs b Pldhkr Yrkcu`t Fbrgltlr nkr Mldtoly Pystlfs‘ Kplrbthkdbo Bdboyth`s slrvh`l, whte kvlr tld ylbrs‘ lxplrhld`l hd tel bdboyth`s hdcustry. El wkrg wkrgs s whte whte Mldto Mldtoly ly‘s ‘s sbols sbols bdc bdc hdcust hdcustry ry tlbfs tlbfs tk `kkrc `kkrchdb hdbtl tl fbrgl fbrglthd thdj j kppkrtudhthls b`rkss b whcl vbrhlty kn  hdcustrhls bppoh`bmol tk Mldtoly BssltZhsl. ]h`ebrc ekocs b Fbstlr‘s cljrll hd Pk`hko Pk` hkokjy kjy nr nrkf kf Bmlrc Bmlrcll lld d \dhvl \dhvlrs rshty hty bdc bdc b Fbst Fbstlr‘ lr‘s s hd HS nrkf nrkf Elrh Elrhkt kt Zbtt, Zbtt, Lchdmurje