{"id":33614,"date":"2019-10-31T21:53:45","date_gmt":"2019-10-31T18:53:45","guid":{"rendered":"https:\/\/prohoster.info\/blog\/pochemu-vam-stoit-uchastvovat-v-hakatonah\/"},"modified":"2019-10-31T21:53:45","modified_gmt":"2019-10-31T18:53:45","slug":"pochemu-vam-stoit-uchastvovat-v-hakatonah","status":"publish","type":"post","link":"https:\/\/prohoster.info\/lv\/blog\/news\/pochemu-vam-stoit-uchastvovat-v-hakatonah","title":{"rendered":"K\u0101p\u0113c jums vajadz\u0113tu piedal\u012bties hackathonos","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\"K\u0101p\u0113c
\n
\nApm\u0113ram pirms pusotra gada es s\u0101ku piedal\u012bties hackatonos. \u0160aj\u0101 laika posm\u0101 esmu piedal\u012bjies vair\u0101k nek\u0101 20 da\u017e\u0101da izm\u0113ra un tematikas pas\u0101kumos Maskav\u0101, Helsinkos, Berl\u012bn\u0113, Minhen\u0113, Amsterdam\u0101, C\u012brih\u0113 un Par\u012bz\u0113. Visiem pas\u0101kumiem esmu veicis datu anal\u012bzi kaut k\u0101d\u0101 veid\u0101. Man pat\u012bk apmekl\u0113t jaunus man sve\u0161us pils\u0113tas, veidot jaunus kontaktus, izstr\u0101d\u0101t jaunas idejas, \u012bstenot vec\u0101s ieceres \u012bs\u0101 laika posm\u0101 un sajust adrenal\u012bnu uzst\u0101\u0161an\u0101s un rezult\u0101tu pazi\u0146o\u0161anas laik\u0101. <\/p>\n

\u0160is ieraksts ir pirmais no trijiem ierakstiem par hackatoniem, kur\u0101 es past\u0101st\u012b\u0161u, kas ir hackatoni un k\u0101p\u0113c jums vajadz\u0113tu s\u0101kt piedal\u012bties hackatonos. Otrais ieraksts b\u016bs par tum\u0161o \u0161o pas\u0101kumu pusi \u2014 par to, k\u0101 organizatori pie\u013c\u0101va k\u013c\u016bdas, veicot pas\u0101kumus, un kas no t\u0101m izriet\u0113ja. Tre\u0161ais ieraksts b\u016bs velt\u012bts atbild\u0113m uz jaut\u0101jumiem par hackatoniem saist\u012bt\u0101m t\u0113m\u0101m.
\n<\/a><\/noindex><\/p>\n

Kas ir hackatons?<\/h3>\n

\nHackatons ir pas\u0101kums, kas notiek da\u017eu dienu laik\u0101, kura m\u0113r\u0137is ir atrisin\u0101t k\u0101du probl\u0113mu. Parasti hackaton\u0101 ir vair\u0101kas probl\u0113mas, katra no t\u0101m ir att\u0113lota k\u0101 atsevi\u0161\u0137a traka. Sponsoru uz\u0146\u0113mums sniedz probl\u0113mas aprakstu, pan\u0101kumu metriku (metrikas var b\u016bt subjekt\u012bvas, piem\u0113ram, \"jaunums un rado\u0161ums\", vai objekt\u012bvas \u2014 precizit\u0101te klasifik\u0101cij\u0101 uz atsevi\u0161\u0137a datu komplekta) un resursus veiksm\u012bgas risin\u0101\u0161anas nodro\u0161in\u0101\u0161anai (uz\u0146\u0113muma API, datu kopas, \"dzel\u017ei\"). Dal\u012bbniekiem noteikt\u0101 laik\u0101 j\u0101formul\u0113 probl\u0113ma, j\u0101iesaka risin\u0101jums un j\u0101presents sava produkta prototips. Lab\u0101kie risin\u0101jumi sa\u0146em balvas no uz\u0146\u0113muma un iesp\u0113ju turpin\u0101t sadarb\u012bbu. <\/p>\n

Hackatona posmi<\/h3>\n

\nP\u0113c uzdevumu pazi\u0146o\u0161anas hakatona dal\u012bbnieki apvienojas komand\u0101s: katrs \"vieninieks\" sa\u0146em mikrofonu un run\u0101 par izv\u0113l\u0113to uzdevumu, savu pieredzi, ideju un speci\u0101listus, k\u0101di vi\u0146am nepiecie\u0161ami projekta \u012bsteno\u0161anai. Da\u017ereiz komanda var sast\u0101v\u0113t no viena cilv\u0113ka, kur\u0161 sp\u0113j patst\u0101v\u012bgi paveikt visus darba posmus projekt\u0101 pietiekami augst\u0101 l\u012bmen\u012b. Tas ir aktu\u0101li datu anal\u012bzes hakatoniem, ta\u010du bie\u017ei vien ir aizliegts vai nev\u0113lams produktos pas\u0101kumos \u2014 organizatori v\u0113las turpin\u0101t darbu pie projekta, bet jau uz\u0146\u0113mum\u0101; izveidotajai komandai ir vair\u0101k priek\u0161roc\u012bbu sal\u012bdzin\u0101jum\u0101 ar dal\u012bbniekiem, kuri v\u0113las izveidot produktu vieni. Optim\u0101l\u0101 komanda parasti sast\u0101v no 4 cilv\u0113kiem un ietver: frontend, backend, datu zin\u0101tnieku un biznesa speci\u0101listu. Starp citu, datu zin\u0101tnes\/produktu hakatonu dal\u012bjums ir diezgan vienk\u0101r\u0161s \u2014 ja ir datu kopums ar skaidru metriku un reitingu vai var uzvar\u0113t ar kodu Jupyter notebook, tas ir datu zin\u0101tnes hakatons; viss p\u0101r\u0113jais \u2014 kur ir vajadz\u012bgs izveidot lietotni, vietni vai kaut ko aizraujo\u0161u \u2014 ir produkts. <\/p>\n

Parasti darba uzs\u0101k\u0161ana pie projekta s\u0101kas plkst. 21:00 piektdien\u0101, bet termi\u0146\u0161 \u2014 plkst. 10:00 sv\u0113tdien\u0101. Da\u013ca \u0161\u012b laika ir j\u0101atv\u0113l miegam (negul\u0113t un kod\u0113t \u2014 tas ir dro\u0161s ce\u013c\u0161 uz neveiksmi, esmu p\u0101rbaud\u012bjis), t\u0101p\u0113c dal\u012bbniekiem nav daudz laika, lai rad\u012btu kaut ko kvalitat\u012bvu. Lai pal\u012bdz\u0113tu dal\u012bbniekiem, pas\u0101kum\u0101 ir uz\u0146\u0113muma p\u0101rst\u0101vji un mentori. <\/p>\n

Darbs pie projekta s\u0101kas ar sarunu ar uz\u0146\u0113muma p\u0101rst\u0101vjiem, jo vi\u0146i lab\u0101k saprot uzdevuma specifiku, metriku un, visticam\u0101k, vi\u0146i b\u016bs tie, kas nov\u0113rt\u0113s j\u016bsu darbus beig\u0101s. \u0160\u012bs sarunas m\u0113r\u0137is ir saprast, kuri virzieni ir visaktu\u0101l\u0101ki un uz ko ir v\u0113rts koncentr\u0113t savu uzman\u012bbu un laiku. <\/p>\n

Vien\u0101 hakaton\u0101 tika uzst\u0101d\u012bts regresijas uzdevums, izmantojot datu kopas ar tabul\u0101m un att\u0113liem, un skaidru metrikas r\u0101d\u012bt\u0101ju \u2014 RMSE. P\u0113c sarunas ar uz\u0146\u0113muma datu zin\u0101tnieku es sapratu, ka vi\u0146iem nepiecie\u0161ama nevis regresija, bet klasifik\u0101cija, ta\u010du k\u0101ds no vad\u012bbas bija nol\u0113mis, ka \u0161o uzdevumu vislab\u0101k risin\u0101t tie\u0161i \u0161\u0101d\u0101 veid\u0101. Klasifik\u0101cija vi\u0146iem nepiecie\u0161ama nevis naudas metrikas ieg\u016b\u0161anai, bet lai saprastu, kuri parametri ir vissvar\u012bg\u0101kie pie l\u0113muma pie\u0146em\u0161anas, un p\u0113c tam tos apstr\u0101d\u0101t manu\u0101li. Savuk\u0101rt s\u0101kotn\u0113jais uzdevums (regresija ar RMSE) p\u0101rv\u0113r\u0161as par klasifik\u0101ciju; nov\u0113rt\u0113juma priorit\u0101te main\u0101s no ieg\u016bt\u0101s precizit\u0101tes uz rezult\u0101ta izskaidro\u0161anas iesp\u0113ju. Tas savuk\u0101rt izsl\u0113dz stak\u0113\u0161anas un meln\u0101s kastes algoritmu izmanto\u0161anas iesp\u0113ju. \u0160\u0101da saruna ietaup\u012bja man daudz laika un palielin\u0101ja manas izredzes uz uzvaru. <\/p>\n

P\u0113c tam, kad j\u016bs saprotat, ko jums j\u0101dara, s\u0101kas tie\u0161a darba veik\u0161ana pie projekta. Jums j\u0101izveido p\u0101rbaudes punkti \u2014 laiks, l\u012bdz kuram j\u0101veic uzdevumi; paral\u0113li ir labi turpin\u0101t sarunas ar mentoriem \u2014 uz\u0146\u0113muma p\u0101rst\u0101vjiem un tehniskajiem speci\u0101listiem \u2014 tas ir noder\u012bgi, lai kori\u0123\u0113tu projekta mar\u0161rutu. Jauna pieeja probl\u0113mai var sniegt interesantu risin\u0101jumu. <\/p>\n

T\u0101 k\u0101 hakatonos piedal\u0101s liels skaits ies\u0101c\u0113ju, organizatoriem ir pie\u0146emts r\u012bkot lekcijas un meistarklases. Parasti notiek tr\u012bs lekcijas \u2014 par to, k\u0101 prezent\u0113t savu ideju k\u0101 produktu, tehnisk\u0101 tematika (piem\u0113ram, par atv\u0113rtu API izmanto\u0161anu ma\u0161\u012bnm\u0101c\u012bb\u0101, lai jums neb\u016btu j\u0101raksta savs speech2text divu dienu laik\u0101, bet var\u0113tu izmantot gatavu), un lekcija par pitchingu (k\u0101 pareizi prezent\u0113t savu produktu, k\u0101 pareizi m\u0113t\u0101t rokas uz skatuves, lai klaus\u012bt\u0101jiem neb\u016btu garlaic\u012bgi). Ir da\u017e\u0101das aktivit\u0101tes, lai iepriecin\u0101tu dal\u012bbniekus \u2014 jogas sesija, galda futbols un teniss vai sp\u0113les konsol\u0113. <\/p>\n

Sv\u0113tdienas r\u012bt\u0101 jums b\u016bs j\u0101iesniedz savas darba rezult\u0101ti \u017e\u016brijai. Labos hackathonos viss s\u0101kas ar tehnisk\u0101 nov\u0113rt\u0113juma \u2014 vai tie\u0161\u0101m tas, ko j\u016bs apgalvojat, darbojas? \u0160\u012bs p\u0101rbaudes m\u0113r\u0137is ir at\u0161\u0137irt komandas ar skaistu prezent\u0101ciju un buzzwords no tiem, kuri patie\u0161\u0101m ir izstr\u0101d\u0101ju\u0161i produktu. Diem\u017e\u0113l, tehniskais nov\u0113rt\u0113jums nav sastopams visos hackathonos, un ir gad\u012bjumi, kad komanda ar 12 slaidiem un dom\u0101\u0161anas veidu \u201e... blockchain, kvantu datorzin\u0101tne, un \u0161eit m\u0101ksl\u012bgais intelekts izdar\u012bs\u2026\u201d ieg\u016bst pirmo vietu. \u0160\u0101di precedenti nav tik bie\u017ei, ta\u010du, t\u0101 k\u0101 tie paliek atmi\u0146\u0101 vislab\u0101k, daudzi dom\u0101, ka laba prezent\u0101cija ir 99% uzvaras hackathon\u0101. Prezent\u0101cija, starp citu, patie\u0161\u0101m ir svar\u012bga, bet t\u0101s ieguld\u012bjums nep\u0101rsniedz 30%. <\/p>\n

P\u0113c dal\u012bbnieku uzst\u0101\u0161an\u0101s \u017e\u016brija pie\u0146em l\u0113mumu par uzvar\u0113t\u0101ju apbalvo\u0161anu. \u0160aj\u0101 br\u012bd\u012b ofici\u0101l\u0101 hakatona da\u013ca nosl\u0113dzas. <\/p>\n

Motiv\u0101cija piedal\u012bties hakatonos<\/h3>\n

<\/p>\n

Pieredze <\/h4>\n

\nNo ieg\u016bt\u0101s pieredzes viedok\u013ca, hakatons ir unik\u0101ls pas\u0101kums. Daba nepied\u0101v\u0101 daudz vietu, kur var realiz\u0113t ideju no nekas divu dienu laik\u0101 un sa\u0146emt t\u016bl\u012bt\u0113ju atsauksmi par savu darbu. Hakaton\u0101 att\u012bst\u0101s kritisk\u0101 dom\u0101\u0161ana, sp\u0113ja str\u0101d\u0101t komand\u0101, laika vad\u012bba, sp\u0113ja str\u0101d\u0101t stresu rad\u012bjo\u0161\u0101s situ\u0101cij\u0101s, sp\u0113ja pasniegt sava darba rezult\u0101tus saprotam\u0101 veid\u0101, prezent\u0101cijas prasmes un daudzas citas prasmes. T\u0101p\u0113c hakatoni ir lieliska vieta cilv\u0113kiem ar teor\u0113tisk\u0101m zin\u0101\u0161an\u0101m, kuri v\u0113las ieg\u016bt re\u0101lu pieredzi. <\/p>\n

Balvas <\/h4>\n

\nParasti hakatona balvu fonds ir aptuveni 1.5k \u2013 10k eiro par pirmo vietu (Krievij\u0101 \u2014 100\u2013300 t\u016bksto\u0161i rub\u013cu). Sagaid\u0101m\u0101s ieguves (expected value, EV) apr\u0113\u0137in\u0101\u0161anu var veikt p\u0113c vienk\u0101r\u0161as formulas: <\/p>\n

EV = Prize * WinRate + Future_Value - Costs<\/code><\/pre>\n
\nkur Balva <\/i> \u2014 balvas apm\u0113rs (vienk\u0101r\u0161\u012bbas labad pie\u0146emsim, ka balva ir viena); 
\nUzvaras koeficients <\/i> \u2014 uzvaras iesp\u0113jam\u012bba (jaunai komandai \u0161\u012b v\u0113rt\u012bba b\u016bs ierobe\u017eota l\u012bdz 10%, pieredz\u0113ju\u0161ai \u2014 50% un virs; esmu sastapis cilv\u0113kus, kuri no katra hakatona aizg\u0101ja ar balvu, bet tas ir dr\u012bz\u0101k iz\u0146\u0113mums un ilgtermi\u0146\u0101 vi\u0146u uzvaras koeficients b\u016bs zem 100%); 
\nN\u0101kotnes v\u0113rt\u012bba<\/i> \u2014 lielums, kas par\u0101da n\u0101kotnes pe\u013c\u0146u no dal\u012bbas hackathon\u0101: tas var b\u016bt ieguvums no ieg\u016bt\u0101s pieredzes, veidotaj\u0101m sait\u0113m, g\u016bt\u0101s inform\u0101cijas utt. \u0160o lielumu praktiski ir gr\u016bti prec\u012bzi noteikt, ta\u010du par to ir j\u0101atceras; 
\nIzmaksas <\/i> \u2014 izdevumi par transportu, dz\u012bvo\u0161anu, utt. <\/p>\n
L\u0113mums par dal\u012bbu tiek pie\u0146emts, sal\u012bdzinot EV hackathonu ar EV aktivit\u0101ti, ko j\u016bs v\u0113l\u0113j\u0101ties veikt, ja hackathons neb\u016btu bijis: ja j\u016bs v\u0113l\u0113j\u0101ties atp\u016bsties d\u012bv\u0101n\u0101 un \u0137emm\u0113t degunu, tad, iesp\u0113jams, ir v\u0113rts piedal\u012bties hackathon\u0101; ja pavad\u012bt laiku ar vec\u0101kiem vai meiteni \u2014 tad \u0146emiet vi\u0146us sav\u0101 komand\u0101 hackathon\u0101 (jokoju, izlemiet pa\u0161i), ja peln\u012bt naudu k\u0101 freelanceris \u2014 sal\u012bdziniet dol\u0101rs\/stund\u0101. <\/p>\n
Saska\u0146\u0101 ar maniem apr\u0113\u0137iniem, varu teikt, ka Krievij\u0101 vid\u0113jam datu zin\u0101tnieka l\u012bme\u0146a junioram \u2014 mid-level dal\u012bba hackathonos ir sal\u012bdzin\u0101ma ar naudas pe\u013c\u0146u no parast\u0101s darba dienas, bet ir ar\u012b nianses (komandas lielums, hackathona veids, balvu fonds utt.). Kopum\u0101 \u0161obr\u012bd hackathoni nav zelta raktuve, ta\u010du tie var sniegt pat\u012bkamu papildin\u0101jumu person\u012bgajam bud\u017eetam.<\/p>\n
Nodarbin\u0101\u0161ana uz\u0146\u0113mum\u0101 un networking <\/h4>\n
\nUz\u0146\u0113mumam hackathons ir viens no veidiem, k\u0101 pie\u0146emt darb\u0101 jaunus darbiniekus. Jums b\u016bs daudz viegl\u0101k par\u0101d\u012bt, ka esat sapr\u0101t\u012bga persona un sp\u0113jat str\u0101d\u0101t hackathon\u0101, nek\u0101 intervij\u0101, rot\u0101jot bin\u0101ro koku uz t\u0101feles (kas, starp citu, ne vienm\u0113r atbilst tam, ko j\u016bs dar\u012bsiet re\u0101laj\u0101 datu zin\u0101tnieka darb\u0101, ta\u010du trad\u012bcij\u0101m ir j\u0101seko). \u0160\u0101ds p\u0101rbaud\u012bjums \u201cc\u012b\u0146as\u201d apst\u0101k\u013cos var aizst\u0101t testu dienu. <\/p>\n
Savu pirmo darbu es sa\u0146\u0113mu, pateicoties hackathonam. Hackathon\u0101 es par\u0101d\u012bju, ka no datiem var g\u016bt vair\u0101k naudas, izst\u0101st\u012bju, k\u0101 pl\u0101noju to izdar\u012bt. Es uzs\u0101ku projektu hackathon\u0101, uzvar\u0113ju to, p\u0113c tam turpin\u0101ju projektu jau sponsoru uz\u0146\u0113mum\u0101. Tas bija mans ceturtais hackathons m\u016b\u017e\u0101. <\/p>\n
Iesp\u0113ja ieg\u016bt unik\u0101lu datu kopu <\/h4>\n
\n\u0160is ir \u013coti aktu\u0101ls punkts datu zin\u0101tnes hackathonos, kura noz\u012bmi ne visi saprot. Parasti sponsor\u0113jo\u0161\u0101s komp\u0101nijas nodro\u0161ina re\u0101lus datu kopumus pas\u0101kuma laik\u0101. \u0160ie dati ir priv\u0101ti, tie ir pak\u013cauti NDA, kas netrauc\u0113 jums par\u0101d\u012bt pier\u0101d\u012bjumu konceptu uz re\u0101la datu kopuma, nevis uz lelles tit\u0101nika. N\u0101kam\u012bb\u0101 l\u012bdz\u012bgi rezult\u0101ti \u013coti pal\u012bdz\u0113s tie\u0161aj\u0101 darb\u0101 \u0161aj\u0101 komp\u0101nij\u0101 vai konkur\u0113jo\u0161\u0101 uz\u0146\u0113mum\u0101 vai, pamatoti izskaidrojot l\u012bdz\u012bgus projektus. Piekr\u012btiet, ka, ja viss p\u0101r\u0113jais ir vien\u0101ds, ir lab\u0101k b\u016bt pabeigtiem projektiem, kuri sa\u0146\u0113mu\u0161i pozit\u012bvu nov\u0113rt\u0113jumu, nek\u0101 nav nek\u0101du. Kopum\u0101 t\u0101di pabeigti projekti sp\u0113l\u0113 l\u012bdz\u012bgu lomu k\u0101 meda\u013cas un statusi Kaggle, bet industrij\u0101 to v\u0113rt\u012bba ir ac\u012bmredzam\u0101ka. <\/p>\n
Padomi <\/h3>\n
\nKopum\u0101 darbs hackathon\u0101 ir diezgan daudzveid\u012bga pieredze, un ir gr\u016bti formul\u0113t k\u0101du noteiktu noteikumu sarakstu. Tom\u0113r \u0161eit es grib\u0113tu sniegt nov\u0113rojumu sarakstu, kas var\u0113tu pal\u012bdz\u0113t ies\u0101c\u0113jam: <\/p>\n
    \n
  1. Nebaidieties apmekl\u0113t hackathonus, pat ja jums nav pieredzes vai komandas. Padom\u0101jiet, k\u0101d\u0101 veid\u0101 j\u016bs var\u0113tu b\u016bt noder\u012bgi. Piem\u0113ram, jums var\u0113tu b\u016bt interesanta ideja vai j\u016bs labi p\u0101rzinat k\u0101du jomu? J\u016bs varat izmantot savu jomas zin\u0101\u0161anu, formul\u0113jot probl\u0113mu un atrast netradicion\u0101lus risin\u0101jumus. Vai varb\u016bt j\u016bs vislab\u0101k proat\u0101 gugl\u0113t? J\u016bsu sp\u0113ja ietaup\u012bt daudz laika, ja j\u016bs sp\u0113siet atrast gatavas \u012bsteno\u0161anas GitHub. Vai j\u016bs \u013coti labi p\u0101rzinat lightgbm parametru tuning? T\u0101d\u0101 gad\u012bjum\u0101 neapmekl\u0113jiet hackathonu, bet pier\u0101diet to sacens\u012bb\u0101s Kaggle. <\/li>\n
  2. Taktika ir svar\u012bg\u0101ka par manevriem. J\u016bsu uzdevums hackathon\u0101 ir probl\u0113mas risin\u0101\u0161ana. Da\u017ereiz, lai atrisin\u0101tu probl\u0113mu, t\u0101 ir j\u0101saskata. P\u0101rbaudiet, vai j\u016bsu identific\u0113t\u0101 probl\u0113ma ir tie\u0161\u0101m aktu\u0101la uz\u0146\u0113mumam. P\u0101rbaudiet, vai j\u016bsu risin\u0101jums atbilst probl\u0113mai, uzdodiet sev jaut\u0101jumu par j\u016bsu risin\u0101juma optim\u0101lumu. Nov\u0113rt\u0113jot j\u016bsu risin\u0101jumu, vispirms skat\u012bsies uz probl\u0113mas aktualit\u0101ti un pied\u0101v\u0101t\u0101 risin\u0101juma atbilst\u012bbu. J\u016bsu neironu t\u012bkla arhitekt\u016bra vai cik daudz aukstu roku esat sa\u0146\u0113mu\u0161i, interes\u0113 maz cilv\u0113ku. <\/li>\n
  3. Apmekl\u0113jiet p\u0113c iesp\u0113jas vair\u0101k hackathonu, bet nebaidieties doties prom no v\u0101ji organiz\u0113tiem pas\u0101kumiem. <\/li>\n
  4. Iek\u013caujiet savus rezult\u0101tus no hakatona sav\u0101 CV un nebaidieties par to public\u0113t inform\u0101ciju. <\/li>\n<\/ol>\n
    \n\"K\u0101p\u0113c
    \nHakatonu b\u016bt\u012bba. \u012asum\u0101<\/i>
    \n
    Avots:     habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"
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