機械学習プロジェクトの進め方
by
Hacarus Inc.
Link
Embed
Share
Beginning
This slide
Copy link URL
Copy link URL
Copy iframe embed code
Copy iframe embed code
Copy javascript embed code
Copy javascript embed code
Share
Tweet
Share
Tweet
Slide 1
Slide 1 text
ػցֶशϓϩδΣΫτ ͷਐΊํ MACHINE LEARNING Meetup KANSAI #5 2019-06-17 גࣜձࣾϋΧϧε ދथ
Slide 2
Slide 2 text
ࣗݾհ ދ थ גࣜձࣾϋΧϧε CDO (Chief Data Officer) 2011͔ΒػցֶशϓϩδΣΫτʹؔΘΓ࢝ΊΔ ͱͱΞϓϦέʔγϣϯΤϯδχΞɾΠϯϑϥΤϯδχΞ
Slide 3
Slide 3 text
ࠓ͓͍ͨ͜͠ͱ ػցֶशϓϩδΣΫτͷਐΊํͱ֤ϑΣʔζʹ͓͍ͯϋΧϧ εͰߦ͍ͬͯΔ͜ͱ
Slide 4
Slide 4 text
ػցֶशϓϩδΣΫτ֓؍ Business Understanding Data Understanding Data Preparation Modeling Evaluation Deployment PoC
Slide 5
Slide 5 text
Business Understanding • తɾഎܠͷཧղ • ղ͖͘ͷఆٛ • ධՁࢦඪɾඪͷઃఆ • ϏδωεσβΠϯɾຊ൪ಋೖΠϝʔδ • ϏδωεΠϯύΫτ • ֹۚࢉ
Slide 6
Slide 6 text
TIPS • ػցֶशͷಛੑΛސ٬ʹཧղ͍ͨͩ͘ • 100% ͷਫ਼ୡͰ͖ͳ͍ • ظίϯτϩʔϧ • υϝΠϯࣝͷ͋Δڠྗऀͷཁ • ༻ޠͷ౷Ұ • ϢϏΩλεݴޠ • ͦͦػցֶशඞཁ? • ܾࡋऀͷίϯλΫτ • σʔλͷ༧උݕূ
Slide 7
Slide 7 text
Data Understanding • σʔλઃܭɾऩू • ɾΧςΰϦΧϧɾσʔλ • جຊ౷ܭྔ • ͷҙຯ • ߲ؒͷؔ • ը૾ • ըૉͷώετάϥϜ • ࡱ૾ڥํ๏ɺ݅ͷ֬ೝ • ը૾ʹؔ͢Δఆੑతͳཧղ
Slide 8
Slide 8 text
TIPS • σʔλʹ͖߹͏ • ඦ݅͘Β͍ࢹ͢Δ • σʔλʹؔ͢Δײ͕ཆΘΕΔ • ͜ͷϑΣʔζऴྃ࣌ʹސ٬ͱଧͪ߹Θͤ͢Δ
Slide 9
Slide 9 text
͜Μͳ͜ͱ • ސ٬͕༩ͨ͠ϥϕϧ͕ؒҧ͍ͬͯΔ • ਓతϛε • ਓʹΑͬͯஅ͕ҟͳΔ • ͦͦඍົ
Slide 10
Slide 10 text
Data Preparation • ੳํࡦఆ (ɾΞϧΰϦζϜબఆ) • ֎Εܽଛͷѻ͍Λݕ౼ • σʔλΫϨϯδϯά • ॏෳɾޡهɾදهΏΕͳͲͷमਖ਼ɾਖ਼نԽ • લॲཧ • σʔλ౷߹ • ϑΥʔϚοτ౷Ұ
Slide 11
Slide 11 text
TIPS • σΟϨΫτϦߏ • ࠶ݱੑΛ୲อ͢Δ data |—— external # ֎෦σʔλ |—— interim # தؒՃσʔλ |—— processed # ՃࡁΈσʔλ |—- raw # ϩʔσʔλ Cookiecutter Data Science Λࢀߟʹఆٛ https://drivendata.github.io/cookiecutter-data-science/#directory-structure
Slide 12
Slide 12 text
Modeling • ΞϧΰϦζϜબఆ • ֶशɾσʔλੳ
Slide 13
Slide 13 text
TIPS • ϓϩδΣΫτ͝ͱʹ Docker ΠϝʔδΛ༻ҙ • σʔλಡΈࠐΈ༻ͷڞ༗ͷΫϥεؔΛ༻ҙ͢Δ • σʔλߏɾΫϥεઃܭͳΔ͘ૣΊʹऴ͓͑ͯ͘ • ୯७ͳσʔλूܭ૬ؔੳΛૄ͔ʹ͠ͳ͍ • ͘͢ԿࢼߦࡨޡͰ͖ΔΑ͏ʹ • ίʔυͷύϑΥʔϚϯε (࣮ߦ) ʹ͋ΔఔؾΛΔ • ίʔυϨϏϡʔΛ࣮ࢪ͢Δ • ϖΞϓϩάϥϛϯά༗ޮ • ܧଓϓϩδΣΫτॏཁͳίʔυʹ͍ͭͯϢχοτςετΛॻ͘
Slide 14
Slide 14 text
Evaluation • ධՁ • Cross Validation • Confusion Matrix • ROC Curve, AUC • etc. • ߟ
Slide 15
Slide 15 text
• ਫ਼Λ 1%pt. ্͛Δ͜ͱ͕ͲΕ͚ͩͷϏδωεΠϯύΫ τ͕͋Δ͔
Slide 16
Slide 16 text
Deployment • γεςϜઃܭ • Ϟσϧਫ਼ͷϞχλϦϯά • Ϟσϧߋ৽ํ๏ͷઃܭ • Ϟσϧͷόʔδϣϯཧ • ಋೖ • ӡ༻
Slide 17
Slide 17 text
TIPS • ΞϓϦέʔγϣϯΤϯδχΞ༻ͷυΩϡϝϯτ༻ҙ • API • جຊతͳར༻ํ๏ • ݱʹԿʹཧղͯ͠Β͏͔ • ݱʹཧղͰ͖Δݴ༿Ͱઆ໌ • ݱͷ࣮ଶΛཧղ͢Δ
Slide 18
Slide 18 text
Q&A