{"id":1454,"date":"2017-03-16T11:36:37","date_gmt":"2017-03-16T10:36:37","guid":{"rendered":"http:\/\/www.datascience.rs\/?p=1454"},"modified":"2017-03-16T11:36:37","modified_gmt":"2017-03-16T10:36:37","slug":"sas-data-management-roadshow-2017-beograd","status":"publish","type":"post","link":"http:\/\/imuno-srbija.com\/data-science\/en\/2017\/03\/16\/sas-data-management-roadshow-2017-beograd\/","title":{"rendered":"SAS Data Management Roadshow 2017 Beograd"},"content":{"rendered":"

SAS Data Management Roadshow 2017 <\/span><\/span><\/span>u <\/span><\/span><\/span>Beograd<\/span><\/span><\/span><\/a>u odr\u017ean je 15.marta, posle Ljubljane (8. marta), i nastavlja se u Zagrebu (16. marta). Rad beogradskog SAS-ovog Roadshow-a odr\u017ean je u <\/span><\/span><\/span>hotelu Hyatt Regency Belgrade<\/span><\/span><\/span>, 9 – 13:30h; <\/span><\/span><\/span>o<\/span><\/span><\/span>d \u010dlanova Data Science Srbija ovaj put zadovoljstvo da prisustvuju su imali Darko Marjanovi\u0107 <\/span><\/span><\/span>i <\/span><\/span><\/span>Milo\u0161 Milovanovi\u0107 (ThingSolver<\/span><\/span><\/span>), i Goran S. Milovanovi\u0107 (DataKolektiv). <\/span><\/span><\/span>U Beogradu su o<\/span><\/span><\/span> najrelevantnijim temama upravljanja podacima na kojima radi SAS govorili: <\/span><\/span><\/span>Brad Hathaway<\/span><\/span><\/span>, Regional Data Management Head, SAS<\/span><\/span><\/span>, <\/span><\/span><\/span>Zuzana Kohutova<\/span><\/span><\/span>, Sr Associate Legal Counsel, SAS, <\/span><\/span><\/span>Olivier Penel<\/span><\/span><\/span>, Data Management Business Director, <\/span><\/span><\/span>Bor Novak<\/span><\/span><\/span>, Sr Presales Consultant, SAS Adriatic Region<\/span><\/span><\/span>, <\/span><\/span><\/span>Aleksander Pivk<\/span><\/span><\/span>, Analytics and Information Management Leader, SAS Adriatic Region<\/span><\/span><\/span>, <\/span><\/span><\/span>Alessio Crastolla<\/span><\/span><\/span>, Account Manager, SAS Italy<\/span><\/span><\/span>, <\/span><\/span><\/span>i <\/span><\/span><\/span>Sundeep Tengur,<\/span><\/span><\/span> Banking Solution Fraud & Financial Crimes Specialist, SAS UK<\/span><\/span><\/span>.<\/span><\/span><\/span><\/p>\n

\"Roadshow2017_2\"<\/p>\n

Izme\u0111u ostalog, stru\u010dnjaci SAS-a su se ovaj put fokusirali <\/span><\/span>i <\/span><\/span>na predstavljanje re\u0161enja u dve veoma aktualne oblasti, i to pitanju <\/span><\/span>za\u0161tite privatnih podataka<\/i><\/span><\/span> i radu sa <\/span><\/span>otvorenim podacima<\/i><\/span><\/span>.<\/span><\/span> Oba problema su <\/span><\/span>ujedno <\/span><\/span>visoko specifi\u010dna po\u0161to definicija otvorenih podataka uvodi odre\u0111ene kvalitativne uslove u igru koje ne zadovoljava nu\u017eno svako re\u0161enje razvijeno za rad sa struktuiranim i kvantitativnim podacima, dok je u oblasti za\u0161tite privatnih podataka EU odlu\u010dila da zaigra veoma ozbiljno razvojem <\/span><\/span>svoje General Data Protection Regulation<\/a> <\/span><\/span>(GDPR) <\/span><\/span>koja stupa na snagu 25. maja 2018<\/span><\/span> (ne zahteva<\/span><\/span>ju\u0107i<\/span><\/span> nikakvu <\/span><\/span>dopunsku <\/span><\/span>ratifikaciju od strane <\/span><\/span>vlada <\/span><\/span>zemalja <\/span><\/span>\u010dlanica<\/span><\/span>)<\/span><\/span>. GDPR <\/span><\/span>\u0107e <\/span><\/span>nametnuti potrebu za <\/span><\/span>opse\u017en<\/span><\/span>im <\/span><\/span>prilago\u0111avanj<\/span><\/span>em <\/span><\/span>u poslovanju svih onih koji rade sa podacima na osnovu kojih je mogu\u0107e, makar i indirektno, prepoznati oznake identiteta vlasnika li\u010dnih podataka.<\/span><\/span> Posveti\u0107emo se prvo <\/span><\/span>problematici GDPR.<\/span><\/span><\/span><\/p>\n

G<\/span><\/span>DPR se odnosi i na strane kompanije koje rade sa podacima gra\u0111ana EU, i predvi\u0111a penale u visini do 4% ukupne zarade u slu\u010daju nepo\u0161tovanja – prili\u010dno jasno motivi\u0161u\u0107i da je se pridr\u017eavate ukoliko poslujete sa EU<\/span><\/span> i radite sa li\u010dnim podacima njenih gra\u0111ana<\/span><\/span>. <\/span><\/span>Evropska komisija, u kontekstu GDPR, defini\u0161e li\u010dne podatke<\/a> kao:<\/span><\/span><\/span><\/p>\n

“… any information relating to an individual, whether it relates to his or her private, professional or public life. It can be anything from a name, a photo, an email address, bank details, posts on social networking websites, medical information, or a computer\u2019s IP address.” <\/span><\/span><\/span><\/p>\n

a<\/span><\/span> sama GDPR predvi\u0111a za\u0161titu prava na zaborav (<\/span><\/span>toliko diskutovanog <\/span><\/span>Right to be forgotten<\/i><\/span><\/span>, u dodu\u0161e ne\u0161to ograni\u010denoj formi koja <\/span><\/span>u GDPR <\/span><\/span>uzima formulaciju tzv. <\/span><\/span>R<\/i><\/span><\/span>ight to erasure<\/i><\/span><\/span>)<\/span><\/span>, prava na prenos elektronskih podataka vlasnika sa jednog na drugi elektronski sistem<\/span><\/span> obrade<\/span><\/span> pri \u010demu kontrolor podataka sam mora da obezbedi strukturu koja to omogu\u0107ava, <\/span><\/span>dok gra\u0111ani sami sti\u010du pravo da dovode u pitanje i osporavaju sve odluke koje bi mogle da ih se ti\u010du a do kojih je do\u0161lo <\/span><\/span>i <\/span><\/span>na \u010disto algoritamskim osnovama.<\/span><\/span> Bilo koji posrednik<\/span><\/span>, bilo ko <\/span><\/span>ko je <\/span><\/span>u kontroli li\u010dnih podataka, i posle davanja eksplicitnog pristanka<\/span><\/span> na njihovu upotrebu od strane vlasnika podataka, ni u jednom trenutku sam ne postaje njihov vlasnik; <\/span><\/span>tako\u0111e, propisuje se koliko dugo neko mo\u017ee da zadr\u017ei u procesiranju odre\u0111ene li\u010dne podatke gra\u0111ana EU.<\/span><\/span><\/span><\/p>\n

Jasno je da<\/span><\/span> – preko administrativnih promena koje \u0107e tako\u0111e biti nu\u017ene, poput uvo\u0111enja funkcije Slu\u017ebenika za za\u0161titu podataka i <\/span><\/span>Slu\u017ebenika za \u017ealbe, koje neki ve\u0107 kritikuju kao mogu\u0107e preveliko administrativno optere\u0107enje – GDPR zahteva i <\/span><\/span>su\u0161tinske tehni\u010dke<\/span><\/span>, procesne promene u poslovanju od strane svih koji eventualno nisu ve\u0107 razvijali svoje sisteme za analitiku i upravljanje podacima<\/span><\/span>\u00a0da zadovolje predvi\u0111ene uslove za\u0161tite li\u010dnih podataka. <\/span><\/span>Uzimaju\u0107i u obzir <\/span><\/span>to da je vreme za <\/span><\/span>prilago\u0111avanje odredbama GDPR veoma kratko, <\/span><\/span>u SAS-u su ovaj put gledali dosta unapred i reagoval<\/span><\/span>i <\/span><\/span>prili\u010dno <\/span><\/span>brzo, <\/span><\/span>prilago\u0111avaju\u0107i svoje sisteme tako da su ve\u0107 sada u mogu\u0107nosti da ponude SAS Solution for Personal Data Protection<\/em> koje daje mogu\u0107nost takvog upravljanja podacima da su <\/span><\/span>u <\/span><\/span>ne\u010dijem <\/span><\/span>informacionim sistemu <\/span><\/span>zadovoljene sve odredbe predvi\u0111ene GDPR-om<\/span><\/span>.<\/span><\/span> Re\u0161enje odlikuje mogu\u0107nost brzog pronala\u017eenja svih podataka na osnovu kojih bi moglo da do\u0111e do prepoznavanja identiteta<\/span><\/span>, \u010dak i ako se ti podaci nalaze na “neo\u010dekivanim” mestima u strukturi (npr. u pogre\u0161nim, neplaniranim kolonama, stringovima, ili su pogre\u0161no ozna\u010deni, ili ih je mogu\u0107e identifikovati samo kontekstualno).<\/span><\/span> Sa stanovi\u0161ta struke, <\/span><\/span>ovakav pristup zaslu\u017euje kompliment; naime, sasvim je jasno da \u0107e <\/span><\/span>za mnoge <\/span><\/span>najve\u0107e <\/span><\/span>tehni\u010dko <\/span><\/span>prilago\u0111avanje GDPR-u<\/span><\/span> zapravo biti priprema za to da se u rapidnom roku <\/span><\/span>(npr. u slu\u010daju incidenta sa li\u010dnim podacima, kompanija je du\u017ena da nadle\u017ene izvesti o incidentu u roku od 72h)<\/span><\/span> iz potencijalno veoma slo\u017eenih struktura podataka “iskopaju” sve informacije koje su mogle biti od kriti\u010dnog zna\u010daja i koje bi nekome mogle da omogu\u0107e prepoznavanje identiteta korisnika.<\/span><\/span><\/span><\/p>\n

\"Roadshow2017_1\"<\/p>\n

U<\/span><\/span> oblasti otvorenih podataka (Open Data), o kojoj \u0107e na stranicama Data Science Srbija sigurno biti vi\u0161e re\u010di od kako smo pozvani da se priklju\u010dimo radu Radne grupe za otvorene podatke na\u0161e zemlje<\/span><\/span>, SAS je tako\u0111e predstavio end-to-end<\/em> re\u0161enje. Otvoreni podaci<\/a> se <\/span><\/span>\u010desto shvataju <\/span><\/span>kao <\/span><\/span><\/span><\/p>\n

“… podaci koje svi mogu slobodno da koriste i menjaju, za koje je uglavnom dovoljno samo da se navede izvor i da se kasnije dele pod istim uslovima.<\/i><\/span>” <\/span><\/span><\/span><\/span><\/p>\n

a<\/span><\/span><\/span>li je proces otvaranja podataka vo\u0111en \u010ditavim nizom odredbi o kvalitetu i integritetu ovakvih podataka, koji naj\u010de\u0161\u0107e <\/span><\/span><\/span>poti\u010du od organa javne uprave<\/span><\/span><\/span> i za koje se veruje da im pristup <\/span><\/span><\/span>otvara mnoge razvojne perspektive, kako za gra\u0111ane <\/span><\/span><\/span>uop\u0161te, <\/span><\/span><\/span>tako i za one u biznisu sa informacionim tehnologijama.<\/span><\/span><\/span> Na osnovu otvorenih podataka su i na\u0161oj zemlji ve\u0107 predlo\u017eena i razvijana odre\u0111ena IT re\u0161enja.<\/span><\/span><\/span> Radi se pokretu koji je globalnog karaktera<\/span><\/span><\/span> i koji je danas veoma aktualan; <\/span><\/span><\/span>na portalu <\/span><\/span><\/span>otvorenih podataka SAD<\/a> mo\u017eete pristupiti <\/span><\/span><\/span>skoro 200,000 skupova podataka, a <\/span><\/span><\/span>portal za otvorene podatke na\u0161e zemlje<\/a> se upravo razvija dodavanjem novih datasetova.<\/span><\/span><\/span> Upravo smo mi u Data Science Srbija <\/span><\/span><\/span>razvili prve use-cases otvorenih podataka sa portala Republike Srbije<\/a> i predstavili deo na\u0161eg rada na <\/span><\/span><\/span>Open Data Meetup u okviru BelgradeR<\/a> grane<\/span><\/span><\/span> na\u0161ih redovnih meetup-ova.<\/span><\/span><\/span> Re\u0161enje za otvorene podatke koje predstavlja SAS je trenutno jedinstveno na tr\u017ei\u0161tu po tome \u0161to <\/span><\/span><\/span>obezbe\u0111uje sve uslove <\/span><\/span><\/span>kvaliteta i integriteta koji se zahtevaju u procesu otvaranja podataka, kao\u00a0<\/span><\/span><\/span>i ispunjenje svih regulatornih uslova od strane\u00a0institucija u prostoru rada sa otvorenim podacima<\/span><\/span><\/span>.<\/span><\/span><\/span><\/p>\n

Pored doprinosa ovim <\/span><\/span><\/span>i drugim <\/span><\/span><\/span>aktualnim temama<\/span><\/span><\/span>, <\/span><\/span><\/span>imali smo prilike da vidimo i prezentaciju <\/span><\/span><\/span>SAS Viya, kompletne integrativne analiti\u010dke platforme koja objedinjuje in-memory<\/em> procesiranje velikih podataka sa <\/span><\/span><\/span>pristupom<\/span><\/span><\/span> najrazli\u010ditijim izvorima struktuiranih i nestruktuiranih podataka u jedinstven okvir<\/span><\/span><\/span>, “gostuju\u0107i” dosta toga \u0161to bi Data Scientist u svom poslu po\u017eel<\/span><\/span><\/span>eo uz sebe <\/span><\/span><\/span>iz open-source<\/em> sveta <\/span><\/span><\/span>(npr. na SAS Viya<\/span><\/span><\/span> su <\/span><\/span><\/span>native<\/i><\/span><\/span><\/span> jezici <\/span><\/span><\/span>Python, R, Lua<\/span><\/span><\/span>, Java…)<\/span><\/span><\/span>.<\/span><\/span><\/span> O SAS Viya \u0107emo imati prilike da slu\u0161amo detaljno na predstoje\u0107em Data Science Meetup u Beogradu, 29. marta<\/strong>, <\/span><\/span><\/span>gde \u0107e nam ovaj sistem predstaviti <\/span><\/span><\/span>gospodin Bor Novak, <\/span><\/span><\/span>SAS Adriatic Region<\/span><\/span><\/span>.<\/span><\/span><\/span><\/p>\n\n

\n <\/div>\n","protected":false},"excerpt":{"rendered":"

SAS Data Management Roadshow 2017 u Beogradu odr\u017ean je 15.marta, posle Ljubljane (8. marta), i nastavlja se u Zagrebu (16. marta). Rad beogradskog SAS-ovog Roadshow-a odr\u017ean je u hotelu Hyatt Regency Belgrade, 9 – 13:30h; od \u010dlanova Data Science Srbija ovaj put zadovoljstvo da prisustvuju su imali Darko Marjanovi\u0107 i Milo\u0161 Milovanovi\u0107 (ThingSolver), i Goran […]<\/p>","protected":false},"author":1,"featured_media":1455,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[25],"tags":[],"_links":{"self":[{"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/posts\/1454"}],"collection":[{"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/comments?post=1454"}],"version-history":[{"count":0,"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/posts\/1454\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/media\/1455"}],"wp:attachment":[{"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/media?parent=1454"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/categories?post=1454"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/imuno-srbija.com\/data-science\/en\/wp-json\/wp\/v2\/tags?post=1454"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}