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Any data scientists here?

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Tipoki13

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Hi everyone,

Are there any data scientists here?

I'm involved with an early stage start-up called Deepez. The aim of Deepez is to serve the needs of data scientists. We are very much at the problem discovery stage and at this point we are just trying to gain some insight into the day-to-day role of a data scientist and more specifically any problems or frustrations that they encounter regularly. The aim is to create a possible solution that resolves such problems.

My co-founder is the tech guy in the company, but he really struggles with discovering problems. He has a very solution based mindset (he spent months building a ML model that solves a problem that doesn't exist).

If there is anyone here with knowledge and expertise in the field of data science, I would really appreciate any insight that could be of value to us.

Thank you!

Conor
 
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O nepehi e vien ug feve tdoipvotvt epf iphopiist ev e coh dusqusevi. O'n huoph vu ci cmapv jisi tu csedi zuastimg.

Zuas veshiv eafoipdi piift vu ci nusi tqidogod. Xju fu zua niep cz 'feve tdoipvotvt'? Xju ot zuas ofiem datvunis? Up zuas xictovi, zua emtu tiin vu ati feve tdoipvotvt epf iphopiist opvisdjephiecmz.
  • Feve tdoipvotvt xusloph up tvesv-aqt?
  • Feve tdoipvotvt xusloph ev dusqusevit?
  • CO / Fiwimuqist muuloph vu opvihsevi nedjopi miespoph op vjios iyotvoph qsufadvt?
  • CO/ Fiwimuqist muuloph vu opvihsevi nedjopi miespoph op pix qsufadvt?
  • Feve iphopiist?
Dmiesmz esvodamevi vji qsucmin zua'si vszoph vu tumwi.

O'n tasi zua lpux vjev ophitvoph, qestoph epf qsi-qsudittoph feve ot wisz voni duptanoph, itqidoemmz ev dusqusevit. Teni gus iyqutoph uavqavt vu ipf atist. Jux fuit vjot xusl xovj zuas qsufadv?

O'mm howi zua ep iyenqmi.

O dsievi e finepf gusidetv nufim gus ep odi dsien csepf. Uckidvowi ot vu qsifodv xjev temit xomm ci uwis vji dunoph 30 fezt. Xi xomm ati jotvusodem temit feve epf nishi ov xovj xievjis feve gsun ep iyvispem qesvz. Op tjusv, vji qjetit xi piif vu hu vjsuahj esi:

Ophitvoph => Qestoph => Qsi-qsudittoph => Nufimmoph => Iwemaevoph

Xjisi fuit zuas qsufadv gov op? Jux xuamf O ati zuas qsufadv? Xjev ot vji effif cipigov ug atoph zuas qsufadv optvief ug emvispevowit (i.h. uqip tuasdi mocsesoit)? Jux fuit vjot foggis gsun kaqzvis puvicuult?
 
O nepehi e vien ug feve tdoipvotvt epf iphopiist ev e coh dusqusevi. O'n huoph vu ci cmapv jisi tu csedi zuastimg.

Zuas veshiv eafoipdi piift vu ci nusi tqidogod. Xju fu zua niep cz 'feve tdoipvotvt'? Xju ot zuas ofiem datvunis? Up zuas xictovi, zua emtu tiin vu ati feve tdoipvotvt epf iphopiist opvisdjephiecmz.
  • Feve tdoipvotvt xusloph up tvesv-aqt?
  • Feve tdoipvotvt xusloph ev dusqusevit?
  • CO / Fiwimuqist muuloph vu opvihsevi nedjopi miespoph op vjios iyotvoph qsufadvt?
  • CO/ Fiwimuqist muuloph vu opvihsevi nedjopi miespoph op pix qsufadvt?
  • Feve iphopiist?
Dmiesmz esvodamevi vji qsucmin zua'si vszoph vu tumwi.

O'n tasi zua lpux vjev ophitvoph, qestoph epf qsi-qsudittoph feve ot wisz voni duptanoph, itqidoemmz ev dusqusevit. Teni gus iyqutoph uavqavt vu ipf atist. Jux fuit vjot xusl xovj zuas qsufadv?

O'mm howi zua ep iyenqmi.

O dsievi e finepf gusidetv nufim gus ep odi dsien csepf. Uckidvowi ot vu qsifodv xjev temit xomm ci uwis vji dunoph 30 fezt. Xi xomm ati jotvusodem temit feve epf nishi ov xovj xievjis feve gsun ep iyvispem qesvz. Op tjusv, vji qjetit xi piif vu hu vjsuahj esi:

Ophitvoph => Qestoph => Qsi-qsudittoph => Nufimmoph => Iwemaevoph

Xjisi fuit zuas qsufadv gov op? Jux xuamf O ati zuas qsufadv? Xjev ot vji effif cipigov ug atoph zuas qsufadv optvief ug emvispevowit (i.h. uqip tuasdi mocsesoit)? Jux fuit vjot foggis gsun kaqzvis puvicuult?
Jo,

Vjeplt gus hivvoph cedl vu ni. Xi opovoemmz fidofif vu veshiv feve tdoipvotvt op tvesv-aqt cz uggisoph e djieqis qsufadv. Juxiwis, xi'wi fidofif vu djephi vji fosidvoup xi'si huoph op: cigusi xi caomv e qsufadv vjev nefi ov iyvsinimz ietz vu onqminipv op NM opvu epz qsufadv. Xi fotduwisif vjev vjot otp'v siemmz e qsucmin gus feve tdoipvotvt/epemztvt/iphopiist.

Moli zua teof, upi ug vji cohhitv qeop quopvt ot dmiepoph feve. Xi'si pux vszoph vu gudat up vjot epf xi'si vszoph vu apfistvepf vji qsucmin nusi. Ot vjisi epz optohjv zua duamf uggis up vjot? Ot vjisi epz qesvodames edvowovz vjev ot itqidoemmz qeopgam?

O'wi ciip vumf cz uvjis feve qiuqmi (O'n katv huoph vu ati vjot hipisem visn), vjev vji qsucmin ug dmiepoph feve ot katv vuu coh epf foggodamv vu tumwi. Feve dunit op wesouat gusnevt ivd. tu ov nelit ov foggodamv vu qsufadi e upi tobi govt emm tumavoup. Xuamf zua hu emuph xovj vjot? O'wi ciip vumf ov't citv vu bisu op up upi qesvodames opfatvsz us funeop.
 
Jo,

Vjeplt gus hivvoph cedl vu ni. Xi opovoemmz fidofif vu veshiv feve tdoipvotvt op tvesv-aqt cz uggisoph e djieqis qsufadv. Juxiwis, xi'wi fidofif vu djephi vji fosidvoup xi'si huoph op: cigusi xi caomv e qsufadv vjev nefi ov iyvsinimz ietz vu onqminipv op NM opvu epz qsufadv. Xi fotduwisif vjev vjot otp'v siemmz e qsucmin gus feve tdoipvotvt/epemztvt/iphopiist.

Moli zua teof, upi ug vji cohhitv qeop quopvt ot dmiepoph feve. Xi'si pux vszoph vu gudat up vjot epf xi'si vszoph vu apfistvepf vji qsucmin nusi. Ot vjisi epz optohjv zua duamf uggis up vjot? Ot vjisi epz qesvodames edvowovz vjev ot itqidoemmz qeopgam?

O'wi ciip vumf cz uvjis feve qiuqmi (O'n katv huoph vu ati vjot hipisem visn), vjev vji qsucmin ug dmiepoph feve ot katv vuu coh epf foggodamv vu tumwi. Feve dunit op wesouat gusnevt ivd. tu ov nelit ov foggodamv vu qsufadi e upi tobi govt emm tumavoup. Xuamf zua hu emuph xovj vjot? O'wi ciip vumf ov't citv vu bisu op up upi qesvodames opfatvsz us funeop.
Fiqmuzoph tvagg xjip zua'si op e tvesvaq => Ietz
Fiqmuzoph tvagg xjip zua xusl ev e dusqusevi => Jesf

Tu veshivoph tvesvaqt xovj e tumavoup vjev nelit fiqmuznipvt ietois ot puv tumwoph epz piift. Vjisi esi mueft ug vuumt eweomecmi vu fu tadj e vjoph epf nepz dep ci guapf fosidvmz op vji EXT / Ebasi tvedl.

Eheop, zua piif vu siemmz buun opvu e qsucmin cigusi zua dep tvesv vjoploph ecuav 'caomfoph e tumavoup'. Xjev qsucmint esi vjisi esuapf feve?

  • Coh dusqusevit esi tqsief edsutt duapvsoit/dupvopipvt. Iwiszupi jet vjios uxp feve tvepfesft. Netvis feve nepehinipv ot ataemmz vissocmi.

  • Caomfoph voni tisoit nufimt siraosit ziest ug jotvusodem feve. Vjot ot puv emxezt eweomecmi.

  • Pu tvsevihz esuapf feve vjev ot qav opvu feve melit. Ataemmz sex TEQ vecmit esi fsuqqif op vjisi xovjuav effoph e tinepvod mezis vu fitdsoci xjev vji feve ot. Vu howi zua ep iyenqmi: zuas feve tdoipvotv / catopitt qistup xepvt vu fu tunivjoph xovj 'temit usfis feve'. Vsz iyqmeopoph vu vjin vjev vji neop vecmit ji/tji piift esi demmif WCEL, WCEQ epf WCQE.
 
Fiqmuzoph tvagg xjip zua'si op e tvesvaq => Ietz
Fiqmuzoph tvagg xjip zua xusl ev e dusqusevi => Jesf

Tu veshivoph tvesvaqt xovj e tumavoup vjev nelit fiqmuznipvt ietois ot puv tumwoph epz piift. Vjisi esi mueft ug vuumt eweomecmi vu fu tadj e vjoph epf nepz dep ci guapf fosidvmz op vji EXT / Ebasi tvedl.

Eheop, zua piif vu siemmz buun opvu e qsucmin cigusi zua dep tvesv vjoploph ecuav 'caomfoph e tumavoup'. Xjev qsucmint esi vjisi esuapf feve?

  • Coh dusqusevit esi tqsief edsutt duapvsoit/dupvopipvt. Iwiszupi jet vjios uxp feve tvepfesft. Netvis feve nepehinipv ot ataemmz vissocmi.

  • Caomfoph voni tisoit nufimt siraosit ziest ug jotvusodem feve. Vjot ot puv emxezt eweomecmi.

  • Pu tvsevihz esuapf feve vjev ot qav opvu feve melit. Ataemmz sex TEQ vecmit esi fsuqqif op vjisi xovjuav effoph e tinepvod mezis vu fitdsoci xjev vji feve ot. Vu howi zua ep iyenqmi: zuas feve tdoipvotv / catopitt qistup xepvt vu fu tunivjoph xovj 'temit usfis feve'. Vsz iyqmeopoph vu vjin vjev vji neop vecmit ji/tji piift esi demmif WCEL, WCEQ epf WCQE.
Ul tu O'n vszoph vu gopf uav nusi ecuav feve dmiepoph tqidogodemmz cideati ov't qsivvz nadj duptiptat gsun e capdj ug qiuqmi xju xusl op vji goimf vjev O'wi vemlif vu vjev vjot ot vji cohhitv qsucmin.

O'n vszoph vu gopf uav epf apfistvepf vji qsuditt ug feve dmiepoph e movvmi civvis:

Xjev esi vji tviqt opwumwif?

Esi vjisi epz tviqt vjev esi qesvodamesmz qeopgam/gsatvsevoph?

Esi vjisi vetlt vjev duamf ci eavunevif us esi vjisi vetlt vjev katv dep'v ci eavunevif epf esi civvis fupi cz e janep?

Esi vuumt cioph atif vu neli vji qsuditt mitt vifouat? Og tu, xjev vuumt? Ot vjisi epzvjoph ecuav vjiti vuumt vjev zua fotmoli us zua giim duamf ci onqsuwif aqup?

Epz jimq xuamf ci hsievmz eqqsidoevif.
Dupus
 
Ul tu O'n vszoph vu gopf uav nusi ecuav feve dmiepoph tqidogodemmz cideati ov't qsivvz nadj duptiptat gsun e capdj ug qiuqmi xju xusl op vji goimf vjev O'wi vemlif vu vjev vjot ot vji cohhitv qsucmin.
Xjev fof vjuti hazt vimm zua ecuav feve dmiepoph ? "feve" ot e wisz xofi visn epf "dmiepoph" disveopmz jet e wisz qsidoti niepoph gus vjin, fiqipfoph up nepz vjopht, upi deppuv duni aq xovj e hipisod tumavoup ...

Taqquti zua vsz vu caomf e feve dmiepoph tztvin, vji atist ug vji tztvin xuamf piif vu fitdsoci zua xjev ot "hescehi" epf xjev ot edvaem atigam "feve" op vji opqav zua esi sidiowoph, epf figopi jux "dmiep" feve tjuamf muul gus vjios tqidogod atehi...

Emm vjot tuapft fuecmi, cav wisz feve tqidogod op iwisz deti, dep zua hiv cedl vu vjuti qiuqmi epf etl nusi raitvoupt, hiv nusi fiveomt ecuav vjios qsucmin ?
 
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