{"id":78146,"date":"2020-04-17T01:42:21","date_gmt":"2020-04-16T23:42:21","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/divizion-dannyh-2013-god-retrospektiva"},"modified":"2020-04-17T01:42:21","modified_gmt":"2020-04-16T23:42:21","slug":"divizion-dannyh-2013-god-retrospektiva","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/divizion-dannyh-2013-god-retrospektiva","title":{"rendered":"Divize dat. 2013 rok. Retrospektiva","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

V roce 2013 IBS<\/b>, kter\u00e9 tehdy, zd\u00e1 se, vytv\u00e1\u0159ely Data Divize<\/b>, po\u017e\u00e1daly m\u011b, abych vytvo\u0159il takov\u00fd brain dump (v\u00fdhradn\u011b na z\u00e1klad\u011b zku\u0161enost\u00ed s interakc\u00ed s korpor\u00e1tn\u00edmi z\u00e1kazn\u00edky v oblasti ropy a plynu) ohledn\u011b problematick\u00e9 oblasti Velk\u00fdch Dat, a vlastn\u011b tak\u00e9 Dat obecn\u011b. Tady jsem na to narazil po 7 letech a p\u0159i\u0161lo mi to vtipn\u00e9. N\u011bkter\u00e9 v\u011bci jsou o\u010dividn\u00e9. N\u011bkter\u00e9 se uk\u00e1zaly jako zcela myln\u00e9, ale\u2026 uplynulo 7 let. <\/p>\n

Psalo se to anglicky a tak jsem si \u0159ekl, \u017ee to p\u0159elo\u017e\u00edm do ru\u0161tiny. Mo\u017en\u00e1 je to nyn\u00ed relevantn\u00ed? (P\u0159elo\u017e\u00edm bullety, ale tabulky nech\u00e1m v angli\u010dtin\u011b z lenosti. Zelen\u00e9 \u2013 dobr\u00e9, \u010derven\u00e9 \u2013 nebezpe\u010dn\u00e9, modr\u00e9 \u2013 sen). <\/p>\n

Minim\u00e1ln\u00ed koment\u00e1\u0159e z \"dne\u0161ka\" formuluji kurz\u00edvou<\/i>, aby bylo jasn\u00e9 a odli\u0161iteln\u00e9.<\/p>\n

Tak\u017ee, DATA! Pot\u0159ebujeme data\u2026
\n<\/a><\/noindex>
\nData Divize je jako Divize Krve, proto\u017ee data lze srovn\u00e1vat nap\u0159\u00edklad s krv\u00ed, kter\u00e1 b\u011b\u017e\u00ed c\u00e9vami a tepnami obchodn\u00edho organismu. Nicm\u00e9n\u011b, i kdy\u017e je krev jedin\u00e1 \u2013 organismy jsou r\u016fzn\u00e9 a proto produkce<\/b> je velmi obt\u00ed\u017en\u00e1, ale p\u0159edstavuje tak\u00e9 p\u0159\u00edle\u017eitost pro rozvoj. <\/p>\n

Jsou lid\u00e9, kte\u0159\u00ed si dat p\u0159\u00edmo v\u0161imnou \u2013 to jsou Jsme<\/b>.
\nA jsou lid\u00e9, kte\u0159\u00ed data bohu\u017eel nevid\u00ed v\u016fbec. To, op\u011bt bohu\u017eel, navazuje na na\u0161e Z\u00e1kazn\u00edky<\/b>!<\/p>\n

\"Divize
\n
\nTak\u017ee, obchodn\u00ed postul\u00e1ty\u2026<\/b><\/p>\n

    \n
  1. Prod\u00e1v\u00e1me podnik\u00e1n\u00ed<\/b>, a ne IT<\/b> (a\u0165 mi v\u0161echny IT mana\u017ee\u0159i okam\u017eit\u011b odpust\u00ed), nebo\u0165 \u0159e\u0161\u00edme sv\u011btov\u00e9 probl\u00e9my, no a tak\u00e9 v\u00edce pen\u011bz.<\/li>\n
  2. V\u0161echny obchodn\u00ed probl\u00e9my se soust\u0159ed\u00ed kolem tematick\u00fdch oborov\u00fdch vertik\u00e1l a vy\u017eaduj\u00ed adekv\u00e1tn\u00ed specializaci<\/b>.<\/li>\n
  3. Snahy prok\u00e1zat hodnotu \u201edat\u201c<\/b> nebo, co je je\u0161t\u011b slo\u017eit\u011bj\u0161\u00ed, hodnotu \u201espr\u00e1vy dat\u201c pro podnik\u00e1n\u00ed \u2013 to jsou v\u011b\u010dn\u00e9 utrpen\u00ed a bolest. V podstat\u011b je to jako p\u0159ij\u00edt k \u010dlov\u011bku, kter\u00fd se c\u00edt\u00ed docela dob\u0159e, a \u0159\u00edct: \u201eKamar\u00e1de, te\u010f ti vyle\u010d\u00edme krev a, kamar\u00e1de, to bude drah\u00e9!\u201c<\/li>\n
  4. M\u016fj vlastn\u011b \u201evlhk\u00fd sen\u201c je v r\u00e1mci modelu SaaS prod\u00e1vat \u201eextrakci dat\u201c a \u201eanalytiku\u201c mal\u00fdm a st\u0159edn\u00edm podnik\u016fm<\/b>, kter\u00e9 se zapojily do 123 cloudov\u00fdch slu\u017eeb se skv\u011bl\u00fdmi rozhran\u00edmi: projektov\u00e9 \u0159\u00edzen\u00ed, helpdesk, \u00fa\u010detnictv\u00ed, CRM, mzdy, sledov\u00e1n\u00ed \u010dasu, marketing, \u2026 to si \u0159ekn\u011bte, a zakopaly se v datech. Youcalc a Successfactors (u\u017e asi takov\u00e9 nejsou<\/i>) to je dobr\u00e9!<\/li>\n
  5. Hledejte lidi, kte\u0159\u00ed miluj\u00ed pracovat s daty. <\/b>Jsou vz\u00e1cn\u00ed a podivn\u00ed (jako v\u011b\u0161tci z k\u00e1vov\u00e9 sedliny), ale kl\u00ed\u010dov\u00ed pro podnik\u00e1n\u00ed. B\u00e1sn\u00edk nap\u0159\u00edklad m\u016f\u017ee m\u00edt dobrou predstavu o korelaci.<\/li>\n
  6. In\u017een\u00fd\u0159i<\/b> jsou pot\u0159ebn\u00e9! Jsou pot\u0159eba k tomu, aby p\u0159etv\u00e1\u0159ely probl\u00e9my, kter\u00e9 Cruncherov\u00e9 vyt\u00e1hli z dat, na \u0159e\u0161en\u00ed. A \u00fasp\u011bch nebo ne\u00fasp\u011bch t\u011bchto \u0159e\u0161en\u00ed z\u00e1vis\u00ed zcela na nich. <\/li>\n
  7. Rozvoj otev\u0159en\u00fd zdroj<\/b> projekt\u016f p\u0159edstavuje obrovskou hodnotu a d\u00e1v\u00e1 mo\u017enost \u201eskl\u00e1dat\u201c slo\u017eit\u00e1 \u0159e\u0161en\u00ed prakticky \u201eod nuly\u201c.<\/li>\n
  8. Ale\u2026 nesm\u00edme zapom\u00ednat, \u017ee Hadoop je knihovna a Lucene je tak\u00e9 knihovna, a vzd\u00e1lenost mezi knihovnou a pr\u016fmyslov\u00fdm produktem<\/b> je zna\u010dn\u00e1!<\/li>\n
  9. Vybudovan\u00e1 \u0159e\u0161en\u00ed bude nutno v\u00fdrazn\u011b p\u0159izp\u016fsobit, proto\u017ee modularita<\/b> a integrovatelnost<\/b> jsou kl\u00ed\u010dov\u00e9 body. <\/li>\n
  10. Agile (pros\u00edm, Bo\u017ee,<\/i>) je kl\u00ed\u010dov\u00e1 technika p\u0159i spolupr\u00e1ci se z\u00e1kazn\u00edkem a ov\u011b\u0159ov\u00e1n\u00ed hypot\u00e9z<\/b>, kter\u00fdch bude mnoho. <\/li>\n
  11. M\u016f\u017eeme a m\u011bli bychom outsourcovat ve\u0161ker\u00e9 k\u00f3dov\u00e1n\u00ed a UI. V\u0161echny obchodn\u00ed anal\u00fdzy a specifikace backendu<\/b> je nutn\u00e9 ponechat uvnit\u0159<\/b> a pova\u017eovat je za kl\u00ed\u010dovou kompetenci. <\/li>\n
  12. Osoby rozhoduj\u00edc\u00ed v byznysu by m\u011bly b\u00fdt neust\u00e1le \u201einformov\u00e1ny\u201c o nezbytnosti spr\u00e1vn\u00e9 pr\u00e1ce s daty <\/b>a st\u00e1l\u00e9ho hled\u00e1n\u00ed nov\u00fdch zp\u016fsob\u016f anal\u00fdzy. Kombinace technick\u00fdch a obchodn\u00edch kompetenc\u00ed na\u0161ich zam\u011bstnanc\u016f pom\u016f\u017ee zv\u00fd\u0161it status cel\u00e9 organizace. <\/li>\n
  13. Internet<\/b> je nekone\u010dn\u00fdm zdrojem inspirace (to je je\u0161t\u011b kdy\u017e ko\u010dek nebylo tolik<\/i>) co se t\u00fd\u010de p\u0159\u00edstup\u016f k firemn\u00edmu \u0159\u00edzen\u00ed dat, p\u0159esto\u017ee \u00fakoly a rozsah se v\u00fdrazn\u011b li\u0161\u00ed. <\/li>\n<\/ol>\n

    \"Divize
    \n
    \nTechnologick\u00e9 postul\u00e1ty\u2026<\/b><\/p>\n

      \n
    1. Existuje obrovsk\u00fd potenci\u00e1l pro rozvoj v zjednodu\u0161en\u00ed<\/b> zp\u016fsobu, jak\u00fdm jsou data prezentov\u00e1na lidem. Lze to nazvat \u201eiPhonezac\u00ed\u201c.<\/li>\n
    2. I kdy\u017e dodavatel\u00e9 BI tvrd\u00ed, \u017ee p\u0159\u00edmo p\u0159in\u00e1\u0161ej\u00ed analytiku koncov\u00fdm u\u017eivatel\u016fm<\/b>, (a samoz\u0159ejm\u011b v tomto sm\u011bru postupuj\u00ed) \u2013 revoluce se st\u00e1le je\u0161t\u011b nedostavila. Lid\u00e9 prost\u011b \u0161patn\u011b ch\u00e1pou v\u00edcerozm\u011brn\u00e1<\/b> data.<\/li>\n
    3. U\u017eivatelsk\u00e9 rozhran\u00ed, kter\u00e9 p\u0159edstavuje v\u00edce \u010di m\u00e9n\u011b slo\u017eit\u00e1 slab\u011b strukturovan\u00e1 data ve fascetov\u00e9m<\/b> form\u00e1tu \u2013 p\u0159edstavuje tak\u00e9 nekone\u010dn\u00e9 mno\u017estv\u00ed probl\u00e9m\u016f. Z\u00e1v\u011br: \u010d\u00edm je to ploch\u011bj\u0161\u00ed (flatter) \u2013 t\u00edm l\u00e9pe. <\/li>\n
    4. Platforma postaven\u00e1 na automatick\u00e9m z\u00edsk\u00e1v\u00e1n\u00ed dat ze zdroj\u016f (kter\u00e9 nejsou v\u017edy ur\u010deny k takov\u00e9mu z\u00edsk\u00e1v\u00e1n\u00ed) je z\u00e1sadn\u011b z\u00e1visl\u00e1 na t\u011bchto zdroj\u00edch, stabilit\u011b konektor\u016f a infrastruktu\u0159e. V p\u0159\u00edpad\u011b neschopnosti zajistit v\u00fdsledek bude platforma (posel) v\u017edy obvin\u011bna. 70 % klient\u016f s n\u00e1mi z\u016fst\u00e1v\u00e1 v\u00edce ne\u017e 2 roky<\/b> \u2013 kapit\u00e1l t\u011bchto typ\u016f platforem. Kapit\u00e1l, kter\u00fd se t\u011b\u017eko z\u00edsk\u00e1v\u00e1 a snadno ztr\u00e1c\u00ed. <\/li>\n
    5. Z hlediska podnik\u00e1n\u00ed nen\u00ed \u017e\u00e1dn\u00fd rozd\u00edl mezi anal\u00fdzou Velk\u00fdch dat a jednodu\u0161e daty<\/b>. Za jednoduch\u00fdmi jako 2x2 \u010d\u00edsly se \u010dasto skr\u00fdvaj\u00ed p\u0159\u00edle\u017eitosti v hodnot\u011b milion\u016f dolar\u016f. Dobrou uk\u00e1zkou jsou data o ukon\u010den\u00ed \u017eivotnosti prvk\u016f infrastruktury na norsk\u00e9m \u0161elfu. Kdy\u017e v\u0161echny term\u00edny budouc\u00edch kapit\u00e1ln\u00edch oprav ve\u0161ker\u00e9ho vybaven\u00ed um\u00edstili na jednu osu a zjistili, \u017ee za N let n\u00e1s \u010dek\u00e1 p\u0159\u00edm\u00e9 \u0161elfov\u00e9 Armageddon \u2013 jeden velmi bohat\u00fd \u010dlov\u011bk vstal ze \u017eidle a sp\u011b\u0161n\u011b se s n\u00e1mi rozlou\u010dil se slovy: \u201eOmlouv\u00e1m se, m\u00e1m m\u00e1lo \u010dasu, mus\u00edm p\u0159ipravit flotilu\u2026\u201c<\/li>\n
    6. Excel, a v podstat\u011b jasn\u00e9 a p\u0159ehledn\u00e9 tabulkov\u00e9 zn\u00e1zorn\u011bn\u00ed dat, m\u00e1 obrovskou moc a velkou budoucnost. V\u011b\u0159\u00edm v kr\u00e1sn\u00e9 tabulky<\/b> (a st\u00e1le je\u0161t\u011b<\/i>)a to je v\u0161e!<\/li>\n
    7. Hlavn\u00edm mottem cel\u00e9 t\u00e9to \u201eanal\u00fdzy\u201c je automatizace rozhodov\u00e1n\u00ed<\/b>. Tam jsou nejbohat\u0161\u00ed p\u0159\u00edle\u017eitosti, ale i nejvy\u0161\u0161\u00ed rizika, proto jsou i mo\u017enosti velk\u00e9, a proto i rizika, a tak d\u00e1l\u2026 \ud83d\ude42 \u0158\u00edzen\u00ed vrt\u00e1n\u00ed vrt\u016f, nap\u0159\u00edklad\u2026<\/li>\n
    8. Pokud je \u201eintegrovatelnost\u201c kl\u00ed\u010dovou vlastnost\u00ed, pak by data de facto m\u011bla b\u00fdt prezentov\u00e1na jako slu\u017eba. REST<\/b> h\u00fdbe sv\u011btem, ale nesm\u00edme zapom\u00ednat na optimalizaci v\u00fdkonu<\/b>, kterou \u010dasto nyn\u00ed ob\u011btuje integrabilit\u011b, proto\u017ee v\u00fdpo\u010detn\u00ed v\u00fdkon neust\u00e1le roste. <\/li>\n
    9. Hlavn\u00ed data<\/b> \u2013 to je to, co je t\u0159eba lokalizovat, extrahovat, standardizovat, ne\u017e se za\u010dneme zab\u00fdvat n\u011bjak\u00fdmi obchodn\u00edmi ot\u00e1zkami. Hlavn\u00ed data jsou mal\u00e1, ale probl\u00e9my s nimi jsou velk\u00e9! Jak \u0159\u00edkaj\u00ed brat\u0159i semantiky \u2013 50 % v\u0161ech sv\u011btov\u00fdch probl\u00e9m\u016f je kv\u016fli tomu, \u017ee lid\u00e9 naz\u00fdvaj\u00ed stejn\u00e9 v\u011bci r\u016fzn\u00fdmi n\u00e1zvy, a dal\u0161\u00edch 50 % je zp\u016fsobeno t\u00edm, \u017ee naz\u00fdvaj\u00ed r\u016fzn\u00e9 v\u011bci jedn\u00edm n\u00e1zvem.<\/li>\n
    10. Libovoln\u00e1 inkapsulace<\/b> na \u00farovni \u00falo\u017ei\u0161t\u011b omezuje otev\u0159enost \u0159e\u0161en\u00ed a vede k SILO-ifikaci. Dobr\u00e9, pokud jste velk\u00fd dodavatel, jinak \u2013 nic moc. (Odkazuje se zde, samoz\u0159ejm\u011b, nikoli na blokovou \u00farove\u0148 a nikoli na AWS S3, kter\u00e9mu u\u017e bylo tehdy 6 let, ale na soubory<\/i>). <\/li>\n
    11. Relac\u030cn\u00ed modelov\u00e1n\u00ed<\/b> dat n\u00e1m u\u017e nen\u00ed p\u0159\u00edtelem. RDF a key-value \u2013 super! Vid\u011bli jsme magick\u00e9 transformace rela\u010dn\u00edch datab\u00e1z\u00ed z model\u016f o 2000 tabulk\u00e1ch na 15 tabulek, a nikdo z u\u017eivatel\u016f nic neztratil. <\/li>\n
    12. Internet funguje proto, \u017ee existuje URL<\/b> jako jedine\u010dn\u00fd zp\u016fsob adresov\u00e1n\u00ed. V\u00fdznam URL, nebo l\u00e9pe \u0159e\u010deno URI<\/b> pro informa\u010dn\u00ed zdroje podniku je t\u011b\u017ek\u00e9 p\u0159ece\u0148ovat. <\/li>\n
    13. Text mining a NLP jsou popul\u00e1rn\u00ed<\/b>. Na internetu. Ale i v korpor\u00e1tn\u00edm sektoru lze dos\u00e1hnout obrovsk\u00fdch \u00fasp\u011bch\u016f p\u0159i extrakci strukturovan\u00fdch dat z nestrukturovan\u00fdch podnikov\u00fdch dat. <\/li>\n
    14. Synergie<\/b> mezi strukturovan\u00fdmi daty a informacemi z\u00edskan\u00fdmi z nestrukturovan\u00fdch dat, tj. soubor\u016f \u2013 analytick\u00fd Klondike. <\/li>\n
    15. P\u0159i extrakci dat nezapom\u00ednejme na pr\u00e1va a autorsk\u00e1 pr\u00e1va<\/b>. <\/li>\n
    16. Spole\u010dnost zab\u00fdvaj\u00edc\u00ed se extrakc\u00ed dat by m\u011bla vytvo\u0159it department hacker\u016f<\/b>, v tom dobr\u00e9m slova smyslu. Inspirace t\u011b\u017ek\u00fdm bojem s ochrann\u00fdmi syst\u00e9my \u017dlut\u00fdch str\u00e1nek proti vyhled\u00e1vac\u00edm robot\u016fm. <\/li>\n
    17. P\u0159edt\u00edm, ne\u017e za\u010dnete pracovat s daty, je t\u0159eba je \u00abvid\u011bt\u00bb<\/b> v cel\u00e9 jejich \u0161\u00ed\u0159i. T\u011b\u017eko se to vysv\u011btluje. P\u0159ich\u00e1zej\u00ed mi na mysl tabulkov\u00e9 formy. N\u011bkomu grafick\u00e9 zobrazen\u00ed, ale p\u0159ece jak\u00fdkoli graf \u2013 to u\u017e je interpretace. Tak, \u010di onak\u2026 \u00abvid\u011bt\u00bb!<\/li>\n
    18. Opakov\u00e1n\u00ed ot\u00e1zky \u201ed\u016fv\u011bry\u201c u\u017eivatel\u016f frontendu. D\u016fv\u011bra v konektory \/ procesy generov\u00e1n\u00ed dat, d\u016fv\u011bra v data, d\u016fv\u011bra v p\u0159ijat\u00e1 rozhodnut\u00ed<\/b>.<\/li>\n<\/ol>\n

      Zdroj: habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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