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目的関数と評価指標 / Objective Function and Evaluation M...

jeey
May 15, 2020

目的関数と評価指標 / Objective Function and Evaluation Metrics

This presentation explains goodness of modeling in machine learning.
After that, it shows differences between Objective Function and Evaluation Metrics.

jeey

May 15, 2020
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  1. ධՁࢦඪΛ࠷దԽ͢ΔࡍͷΞϓϩʔν 1. ୯ʹਖ਼͘͠ϞσϦϯάΛߦ͏ ‣ ໨తؔ਺ͱධՁࢦඪʹಉ͡΋ͷΛࢦఆͰ͖Δ࣌ 2. ֶशσʔλͷલॲཧΛͯ͠ɺҟͳΔධՁࢦඪΛ࠷దԽ͢Δ ‣ ධՁࢦඪ͕RMSLEͷͱ͖ɺ໨తؔ਺ʹRMSEΛ࢖༻͠ɺ݁ՌΛࢦ਺ม׵͢ΔͳͲ 3.

    ҟͳΔධՁࢦඪͷ࠷దԽΛߦ͍ɺޙॲཧΛߦ͏ ‣ ධՁࢦඪͷੑ࣭ʹैͬͯσʔλΛॲཧͨ͠Γɺᮢ஋Λ࠷దԽ͢ΔͳͲ 4. ΧελϜ໨తؔ਺Λ࢖༻͢Δ ‣ ධՁࢦඪʹ͍ۙ໨తؔ਺Λ࢖༻͢Δ 5. ҟͳΔධՁࢦඪΛ࠷దԽ͠ɺΞʔϦʔετοϐϯάΛߦ͏
  2. ࢀߟจݙ ▸ ໳࿬େีɼࡕాོ࢘ɼอࡔܡ༎ɼฏদ༤࢘ ʢ̎̌̍̕ʣ, KaggleͰউͭσʔλ෼ ੳͷٕज़, ٕज़ධ࿦ࣾ, ୈೋষ λεΫͱධՁࢦඪ ▸

    Datarobot blog Ϟσϧ࠷దԽࢦඪ-ධՁࢦඪͷબͼํ ▸ https://www.datarobot.com/jp/blog/Ϟσϧ࠷దԽࢦඪ-ධՁࢦඪͷબͼํ/