inteligenta artificiala: metode de planificare

8/8/2019 Inteligenta artificiala: Metode de planificare

1/74

Kjtmiknmj frtkdkhkfi

3. Bmtlem em pifjkdkhfrm

Dilrkj Imlj

]jkvmrsktftmf UmcjkhNcmlrncm Fsfhck ekj KfkDfhuitftmf em Futlbftkhk Hfihuiftlfrm

cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb

Dilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


2/74

1

Bmtlem em pifjkdkhfrm6. Fjfikzf bkoilfhm-shlpurk1. Qmprmzmjtrk? XUQKWX, FEI, WEEI

8. Wifjkdkhfrmf prkj hutfrm j spfkui strkilr5. Wifjkdkhfrmf hu lrekjm pfrkfi=. Finlrktbui Nrfpcpifj

4. Finlrktbui DD (Dfst-Dlrwfre)>. Hljhiuzkk



3/74

8






4/74

5

Bmtlef fjfikzmk

bkoilfhm-shlpurk Wifjkdkhfrmfrmprmzkjt fimnmrmf ujmk suhhmskujk em fhkujk

pmjtru ftkjnmrmf ujuk shlp ]jf ekj prkbmim bmtlem em pifjkdkhfrm f dlst bmtlef fjfikzmk

bkoilfhm-shlpurk Wrmsupujm bfk jtk kemjtkdkhfrmf shlpurkilr Fplk kemjtkdkhfrmf bkoilfhmilr hfrm pmrbkt ftkjnmrmf shlpurkilr

Fhmst tmcjkh mstm emsmlrk dlilskt em lfbmjk pmjtru rmzlivfrmfprlaimbmilr

Wrkbui prlnrfb em kjtmiknmj frtkdkhkfi hfrm f kbpimbmjtftprlhmeurf f dlstNmjmrfi Wrlaimb Xlivmr, rmfikzft em FiimjJmwmii k Cmramrt Xkblj j 6;48 if ]jkvmrsktftmf HfrjmnkmBmiilj



5/74

=

Bmtlef fjfikzmk bkoilfhm-shlpurk Xm afzmfz pm l buikbm em rmnuik hfrm plt

trfjsdlrbf l stfrm f prlaimbmk j fitf

Qmnuikim sm rmprmzkjt sua dlrbf ujmk prk stjnk,hfrm emshrkm prmhljekkkim (hljekkkim em fpikhfrm) k lpfrtm ermfpt hfrm emshrkm shckbarkim ekj stfrmfprlaimbmk hf urbfrm f fpikhrkk rmnuikk

j fhmst shlp sm mifalrmfz l ff-jubkt tfami emekdmrmjm, j hfrm sm prmhkzmfz hm lpmrfkm mstmfpikhfaki pmjtru dkmhfrm stfrm f prlaimbmk



6/74

4

Mxmbpiu X hljskemrb bleui j hfrm plftm hitlrk hkjmvf?

Efh ekstfjf hfrm trmaukm pfrhurs mstm bfk bfrm em17 `b, kf trmjui

Efh ekstfjf mstm jtrm 1 k 17`b, kf futlauzui Efh ekstfjf mstm bfk bkh em 1`b, bmrnm pm ols

Ufamif em ekdmrmjm mstm urbtlfrmf?



7/74

>

Mxmbpiu X prmsupujmb h l pmrslfjSekj Kfk vrmf s-k vkzktmzm uj

prkmtmj [ekj Auhurmtk



8/74

3






9/74

;

Hutfrmf k pifjkdkhfrmf Wifjkdkhfrmf frm l jftur skbkifr hu

rmzlivfrmf prlaimbmilr prkj hutfrm

If hutfrm, dujhkf suhhmslr mstm l hutkm jmfnr?trmaukm bfk jtk fpikhftfsuprf ujmk strk pmjtruf tk hm fhkujk sujt plskakim j fhmf stfrm k hfrmsujt mdmhtmim

Wifjkdkhfrmf mstm uj hfz pfrtkhuifr emrfkljfbmjt



10/74

67

Hutfrmf k pifjkdkhfrmf Wmjtru prlaimbm rmfim, finlrktbkk em hutfrm mumfz ekj hfuzf

hlbpimxktkk0 em mx. shlp?



11/74

66

Qmprmzmjtfrmf j pifjkdkhfrm Wifjkdkhfrmf emshckem hutkf jmfnr dlilskje ilnkhf

pmjtru f rmprmzmjtf? Xtrkim Xhlpurkim Fhkujkim

]tkikzmfz stftmnkf ekvkem mt kbpmrf pmjtru femshlbpujm prlaimbf j suashlpurk

Qmzlivfrmf prlaimbmilr Qmprmzmjtfrmf ilnkh

WifjkdkhfrmfDilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


12/74

61

Ikbafom em rmprmzmjtfrm XUQKWX (XUfjdlre Qmsmfrhc

Kjstktutm Wrlaimb Xlivmr)

Q. Dk`ms, J. Jkisslj, 6;>6

Qlaltui Xcf`my k ailhurkim



13/74

68

Qmprmzmjtfrmf strkilr L stfrmmstm l hljoujhkm em tmrbmjk plzktkvk,

prlplzkkljfik sfu em lrekj jtk

Tfikem? Kjvfikem?

Wrmsupujmrmf iubkk jhcksm(mjni. hilsme-wlrie fssubptklj) Lrkhm hljekkm hfrm ju mstm bmjkljft jtr-l stfrm

mstm hljskemrft dfis



14/74

65

Qmprmzmjtfrmf shlpurkilr L hljoujhkm em tmrbmjk plzktkvk

Em mxmbpiu

L stfrm prlplzkkljfi ssftksdfhm shlpui nefhmf hljkjm tlk ftlbkk ekj n(k plskaki fikk)

Xtfrmfsftksdfhm shlpui



15/74

6=

Qmprmzmjtfrmf fhkujkilr Xhcmbm em fhkujk

Wrmhljekkk Wlsthljekkk (mdmhtm)

ikstf em feunfrmikstf em tmrnmrm



16/74

64

Mxmbpiu Xtfrmf hurmjt

sftksdfhm prmhljekkf fhkujkk Diy(fhkujmf mstm fpikhfaki)?

hu suastktukkim

Fhkujmf hljhrmt

Qmzuitft (stfrmf urbtlfrm).



17/74

6>

Wrmsupujmrmf XUQKWX Wrlaimbf hferuiuk (mjni. drfbm prlaimb)

Qmprmzmjtfrmf ilnkh f jubruiuk bfrm em jlj-mdmhtmlakjuktm, kbpikhktm, fim ujmk fhkujk

Mxmbpiu?

Urmaukm feunftm mxpikhkt ujmim fxklbm em hferu?

Wrmsupujmrmf XUQKWX (mjni. XUQKWX fssubptklj)mvkt fhmfst prlaimb Lrkhm tmrbmj hfrm ju mstm bmjkljft j mdmht rbjm

jmshckbaft



18/74

63

Mxprmskvktftm k mxtmjskakiktftm



19/74

6;

XUQKWX k FEI

67 fvklfjm, = fmrlplrturk 67 x = x = 2 1=7 fhkujk prlplzkkljfimLrkhm shcmb em fhkujm XUQKWX plftm dk prlplzkkljfikzft



20/74

17

Mxmbpiui 6?Urfjsplrt fmrkfj em brdurk

Xliukm?

Qmprmzmjtfrmf XUQKWXpmrbktm hf uj fvklj szalfrm em pm / pmfhmifk fmrlplrt

Kjmnfiktkim ekj FEIprmvkj fhmst iuhru



21/74

16

Mxmbpiui 1?Qlftf em rmzmrv



22/74

11

Mxmbpiui 8?Iubmf ailhurkilr

Lj(a,x)

Blvm(a,x,y)

Himfr(x)

Ailh`(a)



23/74

18

Mxmbpiui 8?Iubmf ailhurkilr

Ju mstm XUQKWX



24/74

15

WEEI

Wifjjkjn Elbfkj Emdkjktklj Ifjnufnm(BhEmrbltt, 6;;3)

Emzvlitft kjkkfi pmjtru HlbpmtkkkimKjtmrjfkljfim em Wifjkdkhfrm (6;;3/1777)

]itkbf vmrskujm? WEEI 8.6 (1773)

Xtfjefreui fhtufi em dfhtlpmjtrurmprmzmjtfrmf prlaimbmilr em pifjkdkhfrm



25/74

1=

Mxmbpiu? elbmjkui ailhurkilr



26/74

14




27/74

1>




28/74

13

Bmtlem em pifjkdkhfrm

6. Fjfikzf bkoilfhm-shlpurk1. Qmprmzmjtrk? XUQKWX, FEI, WEEI

8. Wifjkdkhfrmf prkj hutfrm j spfkui strkilr5. Wifjkdkhfrmf hu lrekjm pfrkfi=. Finlrktbui Nrfpcpifj4. Finlrktbui DD (Dfst-Dlrwfre)>. Hljhiuzkk



29/74

1;

Hutfrmf j spfkui strkilr

Wifjkdkhfrmf prkj prlnrmskm Hutfrm jfkjtm

Kf j hfihui mdmhtmim tuturlr fhkujkilr plskakimjtr-l stfrm eft

Wifjkdkhfrmf prkj rmnrmskm Hutfrm jfplk Wmjtru ftkjnmrmf ujuk shlp, sm hfut hm fr dk putut

dk femvrft jtr-l stfrm fjtmrklfr



30/74

87

Hutfrmf jfkjtm

Wrlaimbf fhkujkilr krmimvfjtm Em mxmbpiu? 67 fmrlplrturk, dkmhfrm hu = fvklfjm k hu

17 em hljtfkjmrm Xhlp? butfrmf hljtfkjmrmilr em pm fmrlplrtuiFpm fmrlplrtui A

Dfhtlrui em rfbkdkhfrm? 67 x = x 17 a2 6777 Fejhkbmf sliukmk? 17 em jhrhrk + 6 zalr + 17 em emshrhrk e2 56 677756(67618) jleurk



31/74

86

Hutfrmf jfplk

17 em fhkujk ekj stfrmf kjkkfi j ilh em 6777

Wlt mxkstf k fkhk fhkujk krmimvfjtm _alrui ujuk fvklj nli hje shlpui mstm emof ftkjs

Bmtlef mstm nrmu em fpikhft efh shlpui ju mstm mxprkbftmxpikhkt, hk hf l buikbm em hljstrjnmrk



32/74

81

Murkstkhk Jkhk prlnrmskf jkhk rmnrmskf ju sujt dlfrtm mdkhkmjtm dr l

murkstkh pltrkvkt Falrerk pmjtru nskrmf ujlr murkstkhk febkskakim? sliukk lptkbm

if prlaimbm rmifxftm Jl emimtm ikst? mikbkjfrmf mdmhtmilr jmnftkvm (f ikstmk em tmrnmrm),

dr f mikbkjf prmhljekkkimujf ekj hmim bfk utkikzftm murkstkhk Mikbkjfrmf tuturlr prmhljekkkilr fhkujkilr Wrmsupujmrmf kjempmjemjmk suashlpurkilr? hlstui rmzlivrkk ujmk

hljoujhkk em suashlpurk mstm fprlxkbftkv mnfi hu subf hlsturkilrem rmzlivfrm kjempmjemjt f suaprlaimbmilr

Murkstkhkim prmsupuj rmzlivfrmf mdmhtkv f ujlr prlaimbmskbpikdkhftm em pifjkdkhfrm. j prfhtkh, fhmstm hlsturk sujtjmnikofakim



33/74

88

Fjlbfikf Xussbfj Finlrktbkk em pifjkdkhfrm jmkjtmrhfift (mjni. jljkjtmrimfvme) prleuh

pmjtru elu suashlpurk N6kN1uj pifj pmjtru N6hljhftmjft hu ujpifj pmjtru N1sfu vkhmvmrsf

Mxkst sktufkk j hfrm fhmtk finlrktbk ju plt nsk pifjui hmi bfk shurt j mxmbpiui em bfk ols, mxkst elu lreljrk plskakim fim suashlpurkilr?

Lj(F,A)kLj(A,H)sfu Lj(A,H)kLj(F,A)



34/74

85cttp?//fkspfhm.lrn/pifjjkjn/Dilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


35/74

8=

Fjlbfikf Xussbfj



36/74

84






37/74

8>

Wifjkdkhfrmf hu lrekjm pfrkfi

Ukpurkim em pifjkdkhfrm prkj prlnrmskm k rmnrmskmsujt dlrbm em pifjkdkhfrm hu lrekjm tltfi Ju plt prldktf em emshlbpujmrmf prlaimbmk Urmaukm iuftm emhkzkk em nskrm f tuturlr smhvmjmilr em

fhkujk pmjtru tlftm suaprlaimbmim skbuitfj

Mstm bfk mdkhkmjt rmzlivfrmf kjempmjemjt fsuashlpurkilr k fplk hlbakjfrmf suapifjurkilr



38/74

83

Mxmbpiu



39/74

8;

Wifjurk hu lrekjm pfrkfi kpifjurk hu lrekjm tltfi



40/74

57

Qmprmzmjtfrmf WLW

Fhkujk + Xtfrt, Dkjksc Hljstrjnmrk em lreljfrm

F trmaukm mxmhutft jfkjtmf iuk A Imnturk hfuzfim

Fjempikjmtmppmjtru A

Wrmhljekkk emshcksm Wrmhljekkk hfrm ju sujt jempikjktm em jkhkl fhkujm Xhlpui mstm rmeuhmrmf fhmstmk buikbk if buikbmf

vke

AF



41/74

56

Mxmbpiu em WLW



42/74

51

Mxmbpiu



43/74

58

Mxmbpiu

Hljdikht? ImfvmLvmrJknctfrm mdmhtui Ft(Xpfrm, Nrluje),

hfrm mstm j hljdikht huQmblvm(Xpfrm, Uruj`) Ft(Xpfrm, Nrluje)WutLj(Xpfrm,Fxim)

Wmjtru rmzlivfrm, sm fefun hljstrjnmrmf?ImfvmLvmrJknct Qmblvm(Xpfrm, Uruj`)



44/74

55

Mxmbpiu

Xm fimnm l prmhljekkm emshcks?Ft(Xpfrm, Uruj`)

Elfr Xtfrt

mstm fpikhfaki Xm fefun imnturf hfuzfi? XtfrtFt(Xpfrm, Uruj`)Qmblvm(Xpfrm, Uruj`) Hljdikht? imnturf hfuzfi hu mdmhtuiFt(Xpfrm, Uruj`)j

ImfvmLvmrJknct

Ju bfk mxkst jkhkl sliukm em rmlreljfrm Mstm jmhmsfr afh`trfh`kjn-ui



45/74

5=

Mxmbpiu



46/74

54

Fjlbfikf Xussbfj



47/74

5>

Fjlbfikf Xussbfj



48/74

53

Fjlbfikf Xussbfj



49/74

5;

Fjlbfikf Xussbfj



50/74

=7

Fjlbfikf Xussbfj



51/74

Murkstkhk pmjtru WLW

jtruht ju rmprmzkjt strkim ekrmht, mstm nrmuem mstkbft ht em empfrtm mstm uj WLW em

ftkjnmrmf shlpuiuk Murkstkhk?

Jubrui em prmhljekkk emshcksm ekstkjhtm Hmf bfk hljstrjs vfrkfaki? smimhtfrmf hljekkmk

emshcksm hfrm plftm dk sftksdhut j hmim bfkpukjm bleurk



52/74

=1






53/74

Kemmf em afz

Xm hljstrukmtm uj nrfd hfrm hlemfzhljstrjnmrkim fsuprf pifjurkilr plskakim

Fhmst nrfd em pifjkdkhfrmvf rmstrjnm spfkui emhutfrm Efh mxkst uj pifj vfike, ftujhk fhmstf mstm uj

suanrfd fi nrfduiuk em pifjkdkhfrm ]j nrfd em pifjkdkhfrm plftm dk hljstrukt j tkbp

plikjlbkfipmjtru lrkhm prlaimb



54/74

=5

Nrfd em pifjkdkhfrm L smhvmj em jkvmiurk hfrm hlrmspuje hu pfkk pifjuiuk Jkvmiui 7 mstm stfrmf kjkkfi Dkmhfrm jkvmi hljkjm l buikbm em tmrbmjk k l buikbm em

fhkujk

Umrbmjkk kjhiuk sujt hmk hfrm fr putmf dk femvrfk if uj pfs Fhkujkim kjhiusm sujt hmim fim hrlr prmhljekkk fr putmf dk

sftksdhutm if uj pfs Wlftm dk utkikzft elfr pmjtru pifjkdkhfrm prlplzkkljfi

mxpikhfkk j sikem-urkim urbtlfrmDilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


55/74

==

Qmprmzmjtfrm Fhkujk em pmrskstmj? ptrftmim rmprmzkjt kjfhkujk

(fxklbm em hferu) Mxhiuzkujkim butufim (butmx) fpfr jtrm tmrbmjk k fhkujk

Qmprmzkjt kbplskakiktftmf ujlr hlbakjfkk Finlrktbui hljtkju pj hje elu jkvmiurk suhhmskvm

sujt kemjtkhm (nrfdui sm stfakikzmfz) Ju sm fimnm lrekjmf fhkujkilr, emhk ju fvmb l hutfrm

hlbakjftlrkh Hlbpimxktftmf nmjmrrkk nrfduiuk mstm plikjlbkfi

L(j (f+ t)1), ujem tmstm jubrui em tmrbmjk, fjubrui emfhkujk, jjubrui em jkvmiurkfi nrfduiuk



56/74

=4

Qmifkkim butmx

jtrm 1 fhkujkem pm fhmifk jkvmi mxkst l rmifkmbutmxefh k jubfk efh mxkst hmi pukj ujf ekjurbtlfrmim sktufkk? Mdmhtm kjhljsmhvmjtm (M-M)? l fhkujm jmfn mdmhtui fitmkf

Mft(Hf`m), Cfvm(Hf`m)

Kjtmrdmrmj(M-W)? ujui ekj mdmhtmim ujmk fhkujk mstmjmnfrmf ujmk prmhljekkk f fitmkf Mft(Hf`m), Cfvm(Hf`m)

Jmhmsktk hljhurmjtm(W-W)? ujf ekj prmhljekkkim ujmkfhkujk mstm butufi mxhiuskv hu l prmhljekkm f fitmkf Af`m(Hf`m) k Mft(Hf`m)hljhurmfz pmjtru vfilfrmf

prmhljekkmk iuk Cfvm(Hf`m)



57/74

=>

Qmifkkim butmx

jtrm 1 tmrbmjkmxkst l rmifkm butmxefh k jubfkefh? ]jui mstm jmnfrmfhmiukifit sfu Ulftm pmrmhckim em fhkujk hfrm rmfikzmfz hmk elk tmrbmjk

sujt butufi mxhiuskvm (suplrt kjhljsmhvmjt)

Nrfdurkim em pifjkdkhfrm sujt rmifxrk fim prlaimbmk Qmprmzmjtfrmf butmx-urkilr pmjtru bfk buit em 1 mimbmjtm

ju sm oustkdkh ekj pujht em vmemrm fi hlsturkilrhlbputfkljfim


M i F okt k


58/74

=3

Mxmbpiu?F fvmf l proktur kf bjhf l proktur

Cfvm hf`m fje mft hf`m tll



59/74

Finlrktbui Nrfpcpifj

Aiub & Durst, 6;;> Frm hf shlp mxtrfnmrmf ujuk pifj ekrmht ekj nrfdui em

pifjkdkhfrm Mstm buit bfk rfpke emht finlrktbkk fjtmrklrk prmhub

WLW Kemmf em afz? vmrkdkh efh tlk tmrbmjkk shlpuiuk

sujt prmzmjk j jkvmiui hurmjt dr rmifkk butmx jtrmmk Efh ef, sm jhmfrh mxtrfnmrmf sliukmk Efh ju, sm mxpfjemfz nrfdui

=;Dilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


60/74

47

Mxmbpiu

Ulk tmrbmjkk prlaimbmk,plzktkvk hmk ekj Kjktk

jmnftkvk hmkifik



61/74

46

Mxmbpiu

Hljvmjkm em jltfkm pmjtru rmifkkim butmx? jtrm fhkujk

MMmdmhtm kjhljsmhvmjtm (M62 M1) MWkjtmrdmrmj (M62 W1) WWjmhmsktk hljhurmjtm (W62 W1)

jtrm tmrbmjk Jjmnfrmf tmrbmjkilr Xsuplrt kjhljsmhvmjt



62/74

41

Hljstrukrmf nrfduiuk



63/74


64/74

45




65/74

4=


Ju s-fu bfk rmprmzmjtft rmifkkim J



66/74

44

Nskrmf sliukmk



67/74

4>

Nskrmf sliukmk



68/74

43

Xliukf



69/74

Wifj vfike

]j pifj vfikemstm uj suanrfd fi nrfduiuk empifjkdkhfrm ujem?

Fhkujkim em pm fhmifk jkvmi ju sujt butmx Ulftm prmhljekkkim fhkujkilr sujt femvrftm Xhlpurkim sujt sftksdhutm


Murkstkhk pmjtru hutfrmf


70/74

>7

Murkstkhk pmjtru hutfrmfjfplk j nrfd Hlbpimxktftmf prlaimbmk mstm mxpljmjkfi, hlbpimxktftmf

hljstrukrkk nrfduiuk mstm plikjlbkfi

j tkbpui hutrkk jfplk, sm dlilsmtm l murkstkh nrmmey pm

afzf hlsturkilr em jkvmi fim tmrbmjkilr Hlstui em jkvmi fi ujuk tmrbmj mstm jubrui prkbuiuk jkvmi pm

hfrm fpfrm fhmi tmrbmj

Wmjtru lrkhm buikbm em shlpurk?

Xm fimnm bfk jtk tmrbmjui hu hmi bfk bfrm hlst em jkvmi Wmjtru rmfikzfrmf tmrbmjuiuk, sm fimnm fhkujmf hu hmim bfk

ulfrm prmhljekkk, em mxmbpiu pm afzf bfxkbuiuk hlsturkilrem jkvmi fim tmrbmjkilr ekj prmhljekkm



71/74

>6



8. Wifjkdkhfrmf prkj hutfrm j spfkui strkilr5. Wifjkdkhfrmf hu lrekjm pfrkfi=. Finlrktbui Nrfpcpifj4. Finlrktbui DD (Dfst-Dlrwfre)

>. Hljhiuzkk



72/74

Finlrktbui DD (Dfst-Dlrwfre)

Finlrktbui Nrfpcpifj mstm lptkb

Wmjtru jubmrlfsm prlaimbm em pifjkdkhfrm

lptkbfiktftmf ju mstm dlfrtm kbplrtfjt Emk murkstkhkim dfvlrkzmfz pifjurkim bfk shurtm

Finlrktbui DD (Clddbfjj, 1776)trftmfz pifjkdkhfrmfhf pm l hutfrm jfkjtm, dlilskje l smrkm em murkstkhk

F htknft hlbpmtkkf em pifjkdkhfrmFKWX-1777

>1Dilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


73/74

Xtrftmnkf em hutfrm DD Dlilsmtm murkstkhf jl emimtm iksthf mstkbfrm f

fprlpkmrkk em shlp Xm rmzliv prlaimbf em pifjkdkhfrm hljskemrje h fhkujkim

fu elfr ikstm em feunfrm Mstm l prlaimb rmifxft, bfk skbpi

Bfk jtk dlilsmtm l strftmnkm nrmmey, drafh`trfh`kjn, jsprm shlp

Wm piftlurk utkikzmfz hutfrmf j ikbm Efhju nsmtm l sliukm, fpikh l hutfrmF* ekj

stfrmf kjkkfi

>8Dilrkj Imlj, Kjtmiknmjtf frtkdkhkfif, cttp?//dilrkjimlj.aymtclst15.hlb/hurs\kf.ctb


74/74

Hljhiuzkk

Xkstmbmim em pifjkdkhfrm sujt finlrktbk em rmzlivfrm fprlaimbmilr hfrm lpmrmfz hu rmprmzmjtrk mxpikhktmfim strkilr k fhkujkilr

Finlrktbkk em pifjkdkhfrm hu lrekjm pfrkfi sujtmdkhkmjk pmjtru prlaimbmim hfrm plt dk emshlbpusm

Nrfdurkim em pifjkdkhfrm plt dk utkikzftm ftt hf murkstkhkht k hf suplrt pmjtru mxtrfnmrmf ekrmht f sliukkilr

em htrm finlrktbk prmhub Nrfpcpifj Finlrktbui DD dlilsmtml falrefrm murkstkh pmjtru

pifjkdkhfrm

inteligenta artificiala: metode de planificare

Documents