หน่วยที่ 1 Big Data

, irai:tsis'@fddr#Me*- floruStfiu{tu ,t vY ,t| qn1eq n n1 x ?t a lfli-a--n u1 nTn v ,? {Big frata} .',,+),/a, *sffigs:ti:iiiffi ti:!jnFi*ilr;i.t*ilni.:.s,i*.:rt::i::j1t:!iii:1itl' ,* 1. o':'1il?rr.rlrlsa{l Big Data ' OnUs:aurintstsau$\" if:{ : 2. a{at:lt:&naumi. dlo-q1la{flea{a 1. L ana21 Nfi il'tu [tauo{fid,il:rn0Lvl a ]a qr 0\\l 3. dnunrrfi air6'qt or: Big Data Big Data [fi 4. iierurnr:tat Big Data 2. o6:rrafi'nr*ru;rtar!:.s1 uttlta.: Big Data 16 3. o6ur unr:6'ernr:fi a ro;aturotlmqi lelg oatal t6 5. g:Juuutatfiaqa Big Data 4. rJfr :i6nr:1fi Big Data lunr:iun:r;#{ouatd 5. fi rrrxr::n qiso::x utnrn:rui:l fi fi tau rr:lnrin6.: 6. nr:aonr:fi o 4atulelm{ (Big Data) 7. nr:rir Big oata t:J1firl:slurrfludruoir.r 1 n'rir.1 luil n t g.J a{oqyl d 8. fl :uu? ufl 1rq'r n Big Data {nau a r.ni'u6:r a.rfi a 4 a i' aussnu:rjsfiilhtict '{**5:lri*1il!S:&.;a:::lill#;rtfEk$;Sri: ;'**'. s. i6nr:q'adr Big Data ',. 10. sT'ladtnr:rir Big Data Iillfi t 1. o:aeirtur:udsir'r I n1fi aig Data tunr:itq:'lu# udosa01il5tnrJ€J3fl=-u -& 1T4uon151-L0;J6 n21r.lg?,1%s1%fl fiaua urotuqj (gtg Pata) ffi5$ gJ s 9 2. frilud or s or o r ar er o nn nr:a'o o1T1 o { a t%1 o Iu 6u (Big Data) Ja. rJ ero n\"ti?Eor:'q\"n1ir gB i Data uaosnrorarf,rfi +. finarotaru a?en::aruacrnralfi.rfiototl sncu#nils d-d n15tullflatil050ara

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Big Data riluflornfifiIe:.ratr.rfi'orau (Structured Data) rdu fioryofiufruoqj1umr:r',:fioqa *:E;,, rrnrgrufIioruaoI ir.: 1 r.lnGIoufr'rt:J u6oorsrilufio4afi.rfiIn:':ayir,r (.^Semi-Structured Data) Ltu''::L'':\"':'':1' frontvtd (Log Files) m6oufin:;yr-.:fiorynfi'lrifiIn:':atr,r (Unstructured Data,)Urdu fio4anr:Ifinou :Jfrfi'ruvYufnirufi'.:nrurertariru (Social Network) rdu u,'ltrjn (Facebook) niorumo{ (Twitter) lari 1t-inel miatr^l6.l\"rvnnfiuel^Er (Media) uror{aryofitfinrrrryurqo5 udu nr:m:rqiun:rrut5'l \"lav CJ d.rorsrilufiaruqrnqnrerluo,rdn:ruarnro*rnr'u'',r'',nnr:6osiarsm'irtot6n: miaqrnvrndotmrtnr:6ooio un:r;rio'rfjrar.[or j,a. 1nvunUnqn,u ,Y Xa- 6i d v a i. rr:J:rei,ln a uuosi zuafrtd um mr:n ruorfrffu..rn'r ril urfrer.:{ounoilm?on.rT1.{r rJ't6ut?1{qN, flAt 1m1,iqOatnq 19Ailqn, [fin1,UOX 1q uLiltv[9rItOU\\,rqLUq.r:Ur ru-.lUA vrOc.:rin:fl'Iil',]:nodu',]trrqj9lf1ft4fvimv Uar rd UmOlqN dt d t ,r rudu Aa r t .u :3?J O &.t CI yl [U 14U LU O a t 6n:U r t O d r t rr r.l.: a fl q, ffiffffii6Aled-o|u'r, o'0nil?snauilf,1nryfl a{saHa a\\:6:Jirn ails o\\: Big Data ss:J:;n au6:u 6iaurir6'ry oir.: 1 6'td 2.1 Device/Data Source luraai.:firurrorrfraqa) 6.:fio1fi'irrilufiu#r rflluuuoi.:rirtfioto,lfiaq1a q, alqLilrl?uuu l:J:un:r.r ntoqsrfluiluq:*qr, ifivirtr1rfiofiaryodulrl vY{if rfio'Ififia'irrilu eig Data ufir '1 qflauql/qnJ rir'r &r-ncsilrqlnufi6i\\:fiorayrlnnrnmnru 6rfisrarruurncirurnlunr:{qnr:Iq:.:atr.:ra6o iereriunt#{oernyl{d'rNl:?Nn-ulfufi n?ruyr5oilfi oiat:J .u :2.2 Gateway (dotvrr,:nr:rfiaruIatriaryay H!-G*P*IA tlow cHARr i * *nr:tfioilIutfiarurnsriilueiru*^cirffqrurn unrriluflryrr i i lra{lunr:rir Big Data Project fiotorffufr'nuvto{ I I -i Data Engin\"\"r rton.rrfraul:J:rrn?l.rto\\: uasl# i I ! a ia , Y,X *jusr5o':ilafriloUes.{rns.l'ru t{r:fr nr:sroonuuulio{yr\"r\\:, I--nr:rf!rors[a',:e{auauqt6oteir$dilUdrrfruuo ud.,irufluda.:m:ru cJ q, 2.g storage lurnai'rrftufrorya; uuei.:rffufioqqlrnqdr$tiltdnr:ufrufiorynernuvraitfioqrnrfiutoeir{rer'ar ustidrtflunr:ufdru{Voryql$oarnufid{t dYosrofiolu GJ uil6i{ ro1}l'rt1rfio:onr:lfi':ru 6':oreeyrfllufitnTnfiaqro l#n 5 o rulfi n5 o q s ril u uvr ei.: u ff u { o ru alu a 6 m fr ril u'[fi q, 2.4 Analytics (nrtirn:rur{fro441 rtrudrflurafirdro-nto,r Data Scientist d.:u:-i,r.:ruaantilu 2 fi'n:crus 6o nr:?rerrryri'rdo,:fiu Iortrnr:1fi?6m1{dfi6 fiioqrrilunr:iuo:rs#r8':a'nlounr:atrt Model tut-rusirt 1 :ra.rl:.Jfitnr:lfi Machine Learning nr:riuuitor:undatsn: Io€run6o'rq-n:1ufid qJ fi&rrEJn^'t Program Computer rfiatfi^tfierofi'yr$rql^{rsuqrsq{luusiar:Tqumqqr,runruoiarqofiaqro 2.5 ReporVAction (nr:tfiaranr:irn:rc#fiarua) runffvrfifrtdqrnnr:iuer:rvr{arrur:ar.ir1:J\"[fi,rru t6 z ;:luuu 6o oonrflu:1u{'r1.{ rfiat# DataAnatysr r.irarnffn6Atatltt;u,:rumr':q:fiqoiat:.1 r,16o q qsuilunr:r.irhJn:ryirrnuloufiteifia.:fi \"ruuI:E6\" noum??Edou 6'rrl\"rrilufio,:finr:rfiuuI:J:un:ilrdil rf!roch.aifrnr:n:vviroont:.1 frrian'jr Artificial lntelligence : Al (:Tryryr:J:r6r*$1

4 3. furnr*nrsifoia{r6'ryta': Big Data Big Data fiqrufi'nr*rurrirfrqoqi 6 adrt 6a g.1 r1turru (Votume) *u.ofio fioqorYufio.:filureluqjurn 6ttriarur:n:J:lal'lnp'ra:lir ,0,:{oqofi?u:ylrLr$-rllflouat6 ,.l'r rilufro'rlfiofi',lfioqo (Data Warehouse; uartorlo{tua5a^ ' (Hadoop) vir,:ru:J:ra'ru,Yulunr:uGvrr:s-onr:fioqa r-li*.rrrufioqofie-rrn6'rrflurTsfi'uYl^fie:raiei-' ' tu:l?urnufioHnNrfl$.nua.rfi1q1n aiaufisvfiot:l:re-rrnzuorilu{oe-rofi,trifrIer:{atr{ fio:rrlfiur.'\" ra,:froqoai-, ,,^;;;H;;r;d;.,;rfl\"t.l^rlTJm:rurir ,ri* fitofirarnto'ttv'lrrjn (Facebc: ilinrflo5 (Twitter) tnri 1t-ine; nr:ernnrur5rtryd'vrtao:Jn:nituo:lvrfirqrfi'uqirt 1 utao:Jn:r':' uryuuryo5 rrro.:6n:orafi{oqo\"Lfiil:yuaozuarfllufiu 1 lvr:rtr-rd (Terabyte : TB) vr5ou1\\30':\"- ors fi rilufi ars5ou tvlorvtl6' leetaoyte : PB) The SixVs of Big Data Big Doto rigrlrunrwquncs[dnuru,Wugruoqi 6 tJs:nrs d'o6- l,ti,,il,, dopafi:liurrx*rrn . giluuulat:iarua daraantfil*natir't {olafiomr.nhr6oda dauafirj:;Tasdda mNailfmsMalfMaB ar*r:nrir'hliro:r# fiuarn*rarodui:, uiri\"fiJri,,u,,,u*5' nr:naiulsti.in:fis fi:sulunr:6u3r+ .)luir:lisru aru.:r, uir'ldnafia;fiou t:iufiortr':nrn rirl#mnr:nirom# uasiorrl f;'rri'qf 0mae{am?1ilOn00'! t{l il'ltJ:il l1l t[uu tl{ 0 olrrfluq?{ 6at n'arxr:or[rlr ua;oal6uat'tdath't rdarula':rir:-oqnlxa'r6 9A{110N4 ira:r$tfimarau'ir1n saratfiq irsm#hYnaln-ulfi fi'qrh.rfi ' ,rgi:r'\" t l\"-:.i- = ,t ..t, ntwfr t.g The Six Vs of Big Data fim : httpsl/bit.ly/3d53QtF {g.2 o?1Nfi a.lfli4alet (Variety) ra e.rrufi Fr?'rltfi n'lnfi nlufl o{rfiofl orua arq rilurl - In:ta5r.r trifrIn:{affr'r uayfirfiIo:{d5'r{ #':uoito.rfioelorrlr-r#tu6ilrtrlsuf itonfll: fioo?^: ito6o, u1sdot1dr.friuflN,rUflfotloaq11l .ov[Nf9i9un, qLydrrt6iluuYfqlatanU,:irldylylr6r:t1Jl{f.-n[-t-rnrrr{tofulu516{t':ttarlift4rfoi.airrfeflouuo'*f\"G'i-daavrii'':lfqiaruqdnoYrriyl aqdJt{l\\ual6oiNv:i:lJl'vtnfirv<liulQ'lnqe':-

fdrturqlfoiqifrtNuudsrldlut fivoerduuuuhirfdrlo:.ravh.ry4tafAi.:tIn:.:avht t fvfoqnuuusundv'ntn fvfounnrn fefaqar4fia.: E niu 6.:fia.:nr:nr:rhrrurnruoufiu16ru ufiofiesu:lao?''rlJfirJ'ru L[flJfi'r:lunsrdEJoriro6ururo{fioil4{\\ (Meta Data) g.g narilrE? ffetocity) fiNrufi{ fio-rriy- a-f'-f.r'-nair-rfiotfifin:rnr:rfiruduodr,l:ror5t rtiu fioryn ru srnnril6irslr:fi'l^rvifin-nqif--f-:-J- Imo-odu fiorqurnnr:fiur{aumur fiaac.irni6Io :arulrjn^.:fiounnr:fft#ofiufir q, s[qeVu{u0diulcnArfqdiJ'ltXcfiu}.'13dorf4i?t urflu{aa.rnfrfrnrruIilfrunaonr?o\"rrruu'triRuao uisn'ir tijunrtil:sa]?flr.ld ruuuriantmfr (Real-Time; Ioanr:rfiuInta.r lnternet of Things fla4aarqnci':'[rJa.:q:fiaoir.r \"; ^ tfirunrrrur5rfitrirnufiurriouunrfio.:tfiYunr:i'crnr:lurrorfitfiN13fier rufin RFID rryutraS ttar 6tild']?9t3d.r[mo-r:6t'?unuarr{rnufnioqtnur:n1u?nlrN:6n'qonr{:nflu1nTrr[ruranfio-.rarrm,--eirdluuuuurisatvrrS g.4 a?1rrqnfrar (Veracity) rilufio4avr^finnrrunqrurnio finarrutriur,iuru tfir.:trn{a4nfi Iel?'ta{fin1nfi0''tfluayrulqrnurfiai.:sirt uriu rv{t:jn (Facebook) vrimrno{ fwitter) unuuTU (Youtube) 6rrllufrtfra1u't:oo?ilnNnEr{n't?\\llot{oila'[6EJrn {oqnfrilqrunrnuuqsnar:qnmor:ttl-.lutllttnultrono [o firfiouqa, ttonq+nrvrfrq;ai,rr.raqianr:?rn:rrfrsiatil usiqsri'r--l-#*d{-aunfitT':lritfiqqrunrudnarurilufioqrsn fi6tfiaeir.rt: duoEqrj!ffu?61unr:rfruuaun?su?unr:rirnarruasorofiaua (Data Cleansing) g.s qnrrir (Value) na.rra6{ fiaqnfi:.J:rItrtfirovfinrrruifr'l.rrnTu51uufi.rqtfie 6.:orsqvtilld flqn'u,i'ui!oilafArssfdrrJr :tslstri6\"'lqunr:rfi6urrfluaira:1uHd {-vo-1ri-uofrlol,.-ttl:u[uI rl.{qduaou\\:tflu+?..{-Y1-0-v{nu1elv6]ilq?rtah]9ld nr.-:-o-:fiq rdu firfio'rnr:rdrufion?lN6r'u11?ntunr:uritfrulua01oflo{p.tdmrYru'rifisru {orynfifr 'u rl<At<,vavdttv rilufl ae{ a ?.lnan6t{671?l a{n [L?,0?Ju :Jt3 tfl ?ru14 6qtqoJ1ql1, qv g.o natuurJ:fiuld ffariabilityl rarurufi'r rilu6o'.:nrrutriufirffuto':fioqadarur:nrfiodu16 6lev I d aaoa[?a'] rf,.:orqq;ri,oqtv#rf^iqfvlruufirulfvi vY .oirrfcldur 6va':fdrn:su?unttrf;rody-9'n'-.i'l -r.r-n-;-r.9rftii'lt Lriri'uvir.:fr o-.:rXu iiruurfll:rali*,-' ^.+i:ild-+fr\"\"1i\";t ^ - Big Data \" -.ri-_riq*t\"q+ fi':ufi'iruur6oGotfioilnsu1q1n6ilra5o Bio Data svrfluriotltriunsGrurirffulutilfiflurd tq rutqv ifiuorirarfioto'rqoe fiaqaturoqlnqrujlef4ifinr:ioGIuatvr':ilr6'Y.:udIua q tI-nnta.:fivorundff\\4lfYi 6^^0 7-^0 ruarluqn [I?ilovuuoi vvv dv ttfi,{ & 4v v t^I.ldv }J- 1c^Xlunflu}.1'l tt?n?Ju ufl3}Jn't:l{sNulq']ufloN0 . to?{9]Ju1(Ugqul4quJtaild rj:;rurnrfl n.q 2005 6rlfinr:sr:;urinfi.:floruqa, rl3a.nrururnfqiJfinulfiatr':duumirufiaaoutnri rriu rr,ltrjn (Facebook) H{u (Youtube) unr fArat-:sriloor4 u 6' i lsouf*l[,rJ:rn:ru lnr.uruudu 1 Hadoop firilu f6'radAu&qr4v wi:il t?:nYlnnd?']\\:?Jutl''l H.Hn{ t?d1 [9lU?nU [O []l1M016l qac, f, d a dv o qr qr lfi r:Jumrnurtds?rnl,]rfi?roilnfl rrou u'to lfi [ur']{r?n1 rdurfi'u NoSQL Guduuartdiunrr rufis sr elrndt r nr:yTzuurIo ry{usaSdr?,1:ru r?5n rtiu Hadoop I(.uarr;fioraEr fXif*rfi Spark) finerurird'qoio i o't{eo q , A ri.rhlfi nN1 :nttpSX/Dtt-ly/ZMlnZULt }qr rnot$urqln rfl a.:sr r6^uainrr Ln rt n o ru n flr.r'ro qI yor''r{'luUtvpl i.{rsuas:tJ:;mvflonr,'r tud?tnnruilfir'.irurur:Jraiurrufuloqaturoltrqjl6rfiru' n'u t?16U ocir,l:rot5'l fqinrsuqri.:n.:a5rtflauatl\"ruruurn 6.:'[riltiruriruurEtSfiatrtdurur

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