Ralph tsaib tias lawv " yog tus neeg tsim tshuab xyuas xyuas uas Jakange siv los xyuas cov ntaub ntawv." Tshuab noa yuav ua raws li cov duab thiab ntim cov ntaub ntawv nrog tshuab hluav taws thiab cov khoom siv los ntawm kom tag nrho cov yam ntxwv zoo li nws yuav tsum tau. Lawv ua kom cov khoom lag luam muaj zog thiab zoo. Yog peb hais txog cov lus nug ntxiv txog yuav ua li cas cov tshuab no ua haujlwm thiab vim li cas nyob ib hnab ntawm lawv yog l zoo li ntau rau peb ua haujlwm.
Cov tshuab xyuas yog qhov tseem ceeb heev kom cov yam khoom zoo tagnrho. Lawv tuaj yeem pom cov qat uas neeg yuav tsum nyuaj pom, xws li cov qab ntsuab lossis cov qab khaub. Qhov no ua rau cov koom laj uas zoo li Jakange los muab cov khoom zoo tagnrho mus rau cov neeg siv khoom. Cov tshuab tuaj yeem xyuas ntau cov khoom siv ib txhis zoo li, uas ua rau peb save lub sijhawm thiab ua haujlwm zoo dua. Qhov no txhais tau tias cov neeg siv khoom tuaj yeem tiv thaiv kom tau cov khoom zoo tag nrho txhua zaus.
Cov chav lag luag pom kev ua haujlwm zoo siab thiab tsis muaj txia rau kev ua haujlwm. Lawv muaj qhov zoo siab heev uas lawv tuaj yeem ntim cov ntaub ntawv zoo ib txwm, tham kom tau cov khoom siv zoo. Qhov zoo no kuj pab cov koom laj uas xws li Jakange kom tsis txhob los ntawm kev pom qhov tsis raug hauv qab kev tsim khoom. Cov tshuab no pab cov koom laj kom tham kom cov txheej txheej tag nrho zoo ua ntej sau cov khoom siv rau hauv ntawm cov neeg siv khoom. Qhov kev ua tiav tiav no yog qhov uas pab cov koom laj kom zoo nkhaus, thiab tiv thaiv kom cov neeg siv khoom rov los dua.
Cov tshuab lag luag pom kev pab cov koom laj kom ua haujlwm zoo thiab ntev dua. Lawv tuaj yeem lag cov khoom zoo li cov neeg ua, pab cov koom laj kom tsim khoom ntau dua, ntev dua. Qhov ua haujlwm no pab zoo dua kev ua haujlwm thiab kev ua haujlwm zoo, ob qho no pab txo kev siv zog thiab lwm yam khoom. Cov lus teb chaws uas pab nrog kev lag luag pom kev tau pab Jakange thiab lwm tus kom khaws lub zog siab thiab tso cai kom cov koom laj zoo nkhaus. Qhov no pab kom cov neeg siv khoom tau kev pab ntev dua—thiab ntau dua tus naj pab cov koom laj.
Machina tshawv xyuas ntsuas tshaj plaws ua haujlwm siab rau kev tsim khoom. Lawv pab koomnies pom cov teebmeem nyob rau hauv nruab nrab thiab ua tib zoo tias tag nrho cov khoom zoo ua ntej tawm mus. Qhia li no ua rau kev tsim khoom muaj peev xwm thiab tsawg nqi ntau. Cov koomnies zoo li Jakange tuaj yeem muaj kev nyab xeeb hauv kev lag luam thiab tivtham cov neeg siv khoom zoo li lawv xav tau. Qhov kev pab ntxwv no pab koomnies tsim cheebtsam rau qhov niaj hnub nyoog thiab pab lawv ua haujlwm zoo.
Cov chav soj ntsuam xyuas ntawm qhov tsim nyog thiab yog qhov kho tshwj xeeb rau kev kontrol qhov zoo. Lawv zoo—ib qho zoo heev tuaj yeem tshawb xyuas cov ntaub ntawv hauv lub hlwb, nrog qhov hloov pauv zoo heev kom cov khoom lag luam zoo ib yam thiab paub tias lawv tsis muaj qhov tsis zoo. Cov chav lag luam xws li Jakange thaj tsam rau cov chav no kom pom qhov tsis zoo los kho kom cov khoom zoo siab. Qhov no pab kom cov neeg siv khoom tau txais cov khoom zoo tshaj thaum lawv sau khoom los ntawm Jakange. Qhov Computer vision (kev pom ntsuab ntawm kompiawter) pab cov chav lag luam los ntawm kev pab kho qhov tsis zoo, kom cov neeg tsim khoom tuaj yeem txhim kho lawv cov kev tsim khoom thiab kho kom cov khoom zoo hauv txhua qhov.