Dab tsi yog qhov sib npaug qub?
Dab tsi yog qhov sib npaug qub?

Video: Dab tsi yog qhov sib npaug qub?

Video: Dab tsi yog qhov sib npaug qub?
Video: nkauj tawm tshiab 2023 Npawm lem and tub zeb vwj 2024, Kaum ib hlis
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Ib txwm sib npaug yog kev sib npaug tau los ntawm kev teeb tsa sib npaug zos rau xoom cov derivatives ib nrab ntawm cov lej ntawm squared yuam kev (tsawg squares); ib txwm sib npaug tso cai rau ib tug los kwv yees qhov tsis tau ntawm ib tug ntau linear regression.

Xav txog qhov no, dab tsi yog qhov sib npaug qub hauv linear regression?

Ib txwm sib npaug yog ib qho analytical mus kom ze Linear Regression nrog tus nqi qis tshaj Square. Peb tuaj yeem nrhiav ncaj qha rau tus nqi ntawm θ yam tsis siv Gradient Descent. Ua raws li txoj hauv kev no yog qhov ua tau zoo thiab kev xaiv txuag lub sijhawm thaum ua haujlwm nrog cov ntaub ntawv nrog cov yam ntxwv me me.

Tsis tas li ntawd, dab tsi yog qhov sib npaug hauv kev kawm tshuab? Ib txwm sib npaug . Qhov no yog ib qho txheej txheem rau xam coefficients rau Multivariate Linear Regression. qhov teeb meem tseem hu ua OLS Regression, thiab Ib txwm sib npaug yog ib txoj hauv kev los daws nws. Nws pom cov regression coefficients analytically. Nws yog ib kauj ruam kev kawm algorithm (as opposed to Gradient qhovntsej thiaj tsis mob)

Ib sab saum toj no, dab tsi yog qhov sib npaug li niaj zaus?

Ib txwm sib npaug . Muab ib tug matrix kev sib npaug . tus ib txwm sib npaug yog qhov uas txo qis qhov sib npaug ntawm qhov sib txawv ntawm qhov sib txawv ntawm sab laug thiab sab xis: Nws yog hu ua a ib txwm sib npaug vim yog ib txwm mus rau thaj tsam ntawm.

Dab tsi yog qhov sib npaug qub hauv kev soj ntsuam?

Kev txhais ntawm ib txwm sib npaug .: ib txheej ntawm ib txhij kev sib npaug koom nrog kev sim tsis paub thiab muab los ntawm ntau qhov kev soj ntsuam kev sib npaug nyob rau hauv chav kawm ntawm tsawg-squares hloov ntawm kev soj ntsuam.

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