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σʔλج൫Λࢧ͑Δ ຽओԽͱαʔϏεϨϕϧ  ৽॓(FFL-PVOHF෼ੳج൫.FFUVQWFS QSFTFOUFECZ!ZV[VUBT   IUUQTXXXQFYFMTDPNQIPUPQFSTPOIPMEJOHDIBSUBOECBSHSBQI

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͸͡Ίʹ  

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!ZV[VUBT ɾ3FDSVJU5FDIOPMPHJFT$P -UE ɾ%BUB&OHJOFFSJOH5FBN ɾˏ*5Ͱʮσʔλج൫ʯدߘ࿈ࡌ͠·͢  

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σʔλج൫ #JH2VFSZϕʔεͷج൫
 ˞ݱঢ়͸͍ͩͿมΘ͍ͬͯΔͷͰ·ͨͷػձʹͲ͔͜Ͱൃද͠·͢   APP

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σʔλ׆༻  

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ৄࡉ͸ͪ͜Β IUUQTTQFBLFSEFDLDPNZV[VUBT  

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  -5Ͱ࿩͢͜ͱ
 σʔλج൫ͷӡ༻ʹ͍ͭͯ σʔλج൫͸ʮ࢖ΘΕΔ͜ͱʯ͕େࣄͩ
 ࣮ફฤɿσʔλͷຽओԽΛଅͦ͏
 ࣮ફฤɿγεςϜ৴པੑΛߴΊΑ͏

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ੈͷྲྀΕ  

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IUUQEBUBPQTNBOJGFTUPPSHɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹIUUQTNFEJVNDPNEBUBPQT %BUB0QT  

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IUUQTNMYTFDPOOQBTTDPNFWFOUɹIUUQLTLCZUIBUFOBCMPHKQFOUSZ ΍ͬͯΈ͔ͨΒ Ձ஋૑ग़ɾӡ༻ࢤ޲ʹ  

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࢖ΘΕͯͦ͜ͷσʔλج൫  

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  Զͷߟ͑ͨ࠷ڧͷ μογϡϘʔυ ɹ1೥લ

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  1िؒͰ୭΋ݟͳ͘ͳͬͨ ɹݱ࣮͸ඇ৘Ͱ͋Δ

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ݱࡏ ΞγελϯτελοϑͰ͑͞΋#JH2VFSZΛୟ͘ੈք  

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σʔλͷຽओԽ  

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νʔϜ͝ͱͷຽओԽঢ়گ ֤νʔϜ͕σʔλ׆༻Ͱ͖͍ͯΔ͔ϞχλϦϯάˠϒϩοΧʔͷݕ஌ˠվળΞΫγϣϯ   νʔϜ" νʔϜ# νʔϜ$ νʔϜ% νʔϜ& νʔϜ' νʔϜ( νʔϜ) νʔϜ* νʔϜ+ νʔϜ, ੜϩά
 ಠࣗར༻ σʔλ5ࢧԉ
 ۀ຿ґཔ σʔλ5ࢧԉ
 σʔλग़ྗ ࣗओత
 σʔλग़ྗ ୲౰ऀґଘ ୲౰ऀґଘ ୲౰ऀґଘ ࣗओత
 σʔλੜ੒ ଞνʔϜґཔ ج൫ߩݙʂ ୲౰ऀґଘ ୲౰ऀґଘ ہॴԽͷน ࣗ૸ͷน վળͷน

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ϓϩμΫτ։ൃͱԾઆݕূ   Build Measure Learn Ͱ͖͍ͯΔ ͔͜͜Β

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࣮ࢪͨ͠ࢪࡦͷ݁ՌΛ෼ੳ ɹɹͲΜͳϢʔβʔ͕৽ػೳΛ࢖ͬͨͷ͔
 ɹɹϓϩμΫτʹͲΜͳظ଴Λ΋͍ͬͯΔͷ͔ ɹɹϏδωεKPI͸Ͳͷఔ౓޲্ͨ͠ͷ͔
 ɹɹ෭࡞༻͸͔͋ͬͨʢ͋ΔػೳΛԡ͠ग़͢ → ผͷػೳ͕࢖ΘΕͳ͘ͳΔՄೳੑʣ   IUUQHBUBHOFUGSFFJMMVTUSBJUJPO

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͜Μͳײ͡Ͱ΍Γ·ͨ͠ 1. ϗϫΠτϘʔυʹ෼ੳཁ݅
 ɹɹΧελϚʔߦಈભҠΛϕʔεͱͨ͠ࢦඪπϦʔ
 ɹɹϩάΠϯ཰͕޲্ → ΞΫγϣϯ͕… → ച্׵ࢉ 
 ɹɹɹɹ2. JupyterͰ෼ੳ
 ɹɹɹɹɹίʔυ͸શͯίϛοτཤྺͰ؅ཧ
 
 ɹɹɹɹɹɹɹɹ3. ෼ੳ݁ՌΛؔ܎ऀʹڞ༗
 ɹɹɹɹɹɹɹɹɹGithubͷϓϨϏϡʔը໘Λ׆༻  

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Ϟϒϓϩάϥϛϯάσʔλ෼ੳ 1ͭͷϞχλʔΛғΜͰશһͰ࡞ۀ͢Δ ɹɹ ● पғ͕ௐ΂ͨΓΞυόΠε͠ͳ͕ΒਐΊΔ
 ɹɹɹ → ϋϚΒͳ͍ / ࠳ંΛ๷͙ɺTips΍ίπΛڞ༗͋͠͏
 ɹɹ ● օ͕΍ΔͳΒࣗ෼΋΍Δ͔ʂͷޙԡ͠
 ɹɹɹ → ʮ΍ͬͯΈͨΒࢥͬͨҎ্ʹྑ͔ͬͨʯͷମݧ  

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ϓϩηε૷ண։ൃ޻ఔʹ૊ΈࠐΉ 
 σʔλ࢓༷ʹৄ͍͠ʢগͳ͘ͱ΋ௐࠪ͢ΔεΩϧ͸΋͍ͬͯΔʣΤϯδχΞ͕
 ୲౰ྖҬΛ޿͛Δ͜ͱͰલޙ޻ఔͷϦʔυλΠϜΛ୹ॖ
   ੡଄ ઃܭ ࢼݧ ϦϦʔε ޮՌ
 ଌఆ ཁ݅
 ఆٛ ཁٻ
 ੔ཧ ੡଄ ઃܭ ࢼݧ ϦϦʔε ޮՌ
 ଌఆ ཁ݅
 ఆٛ ཁٻ
 ੔ཧ طʹ΍͍ͬͯΔ ෼ੳཁٻ ϩάཁ݅ ܭଌ ΞΠσΞ

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˞·ͩͦ͜·Ͱ៉ྷʹճ͍ͬͯͳ͍ʢಛʹσʔλࣙॻͷ6*؍఺ʣˠΞυόΠεٻΉ σʔλࣙॻͷվળΛ࢓૊ΈԽ   42-Ϩγϐ σʔλ࢓༷ ΞΠςϜ ෼ੳ૬ஊ ϨϏϡʔґཔ Πϕϯτ طʹ͋ΔͳΒͦΕΛ౉͢ ·ͩͳ͚Ε͹Ұॹʹ࡞Δ

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αʔϏεϨϕϧ  

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ج൫ӡ༻ͷجૅ αʔϏεϨϕϧʹ΋ͱ͍ͮͯશͯͷҙࢥܾఆ͕ͳ͞ΕΔ   IUUQTXXXPSFJMMZDPKQCPPLT IUUQTXXXPSFJMMZDPKQCPPLT IUUQHJIZPKQCPPL

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ৄࡉ͸ͪ͜Β αʔϏεϨϕϧͱ͍͏֓೦ʹ͍ͭͯ
 ೔ຊޠͰҰ൪෼͔Γ΍͘͢આ໌ͨࣗ͠৴͕͋Γ·͢ IUUQZV[VUBTIBUFOBCMPHDPNFOUSZ  

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αʔϏεϨϕϧ σʔλͷ༻్ɾར༻ऀ͝ͱʹظ଴͞Ε͍ͯΔαʔϏεϨϕϧΛՄࢹԽ ɾ৴པੑ͸ʮ࣮ࡍʹγεςϜΛ࢖͏ਓɾ໨తɾ࣌ؒʯΛલఏʹ͢Δ
 ɾͳͷͰαʔϏεϨϕϧ͸ϢʔεέʔεۦಈͰઃܭ͢Δ͜ͱʹͳΔ
 ɾ୭΋࢖Θͳ͍ػೳ΍࣌ؒଳͰγεςϜՔಇ཰͕Ͱ͋ͬͯ΋࢓ํͳ͍   ྫ ༻్ ໿ଋ૬ख ࿈བྷઌɾप஌ઌ ར༻σʔλ ໿ଋࣄ߲ʢ4-"ʣ ҧ൓࣌ͷӨڹൣғ  ೔࣍Ϩϙʔτ σΟϨΫλʔ 4MBDL
 NPOJUPSJOH #JH2VFSZͷ
 ച্ςʔϒϧ ຖӦۀ೔ͷޕલY࣌·Ͱʹ
 ܽଛͳ͘લ೔ͷച্͕
 Ϩϙʔτ͞ΕΔ͜ͱ ച্ঢ়گʹԠͨ͡
 ࢪࡦ͕ଧͯͳ͘ͳΔ
 ʢػձଛࣦʣ  ʜ ʜ ʜ ʜ ʜ ʜ  ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ࣮෺ˠ

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ΦϖϨʔγϣϯϨϕϧ αʔϏεϨϕϧʹର͢ΔڴҖʢʹΠϯγσϯτʣൃੜ࣌ͷΦϖϨʔγϣϯ ରԠεϐʔυ ิঈɾ୅ସखஈɹɹɹɹɹɹϫʔΫΞϥ΢ϯυʢճආࡦʣɹɹɹɹɹɹɹϨϙʔςΟϯάˍه࿥  

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4-"0-"Λվળ͢Δᶃ ຖεϓϦϯτऴྃ࣌ͷ;Γ͔͑ΓͰɺ࣮ଶʢ"T*Tʣͱظ଴஋ʢ5P#FʣΛൺֱ͢Δ   What ԿΛ͢Δ͔ εϓϦϯτ
 ϨϏϡʔ σΠϦʔ
 εΫϥϜ How Ͳ͏΍ͬͯ͢Δ͔ εϓϦϯτ
 ϓϥϯχϯά Ϩτϩ
 εϖΫςΟϒ

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4-"0-"Λվળ͢Δᶄ վળΞΫγϣϯ 
 ɾ໨ඪΛຬͨͤΔΑ͏ʹվળ͢Δɿج൫γεςϜͷվमҊ݅Λىථ
 ɾ໨ඪࣗମΛमਖ਼͢Δɿա৒ͳΒ໨ඪΛԼํमਖ਼ɺ࢖༻ఀࢭ#*πʔϧ͸ΫϦʔχϯάɺ؍఺࿙Ε͸௥Ճ   ˣ࣮෺ʢϨτϩεϖΫςΟϒͷΞδΣϯμʣ

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  -5Ͱ࿩ͨ͜͠ͱ
 σʔλج൫ͷӡ༻ʹ͍ͭͯ σʔλج൫͸ʮ࢖ΘΕΔ͜ͱʯ͕େࣄͩ
 ࣮ફฤɿσʔλͷຽओԽΛଅͦ͏
 ࣮ફฤɿγεςϜ৴པੑΛߴΊΑ͏

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΄͔ɿ࿩ͤͦ͏ͳ͜ͱ ͥͻ͓੠ֻ͚͍ͩ͘͞ʂ ɾσʔλج൫ͷγεςϜߏ੒
 ɾσʔλج൫ͷύϑΥʔϚϯενϡʔχϯάͷي੻
 ɾσʔλج൫ߏங࣌ʹ౿Μͩόά΍ٕज़తπϥϛ ɾσʔλ׆༻Ҋ݅ͷਐΊํˍ௨͠ํ
 ɾूܭۀ຿Λ؆୯ʹ͢Δ5JQT
 ɾ؆୯ʹσʔλΛϏδϡΞϧԽ͢Δ࿩
 ɾલॲཧˍΫϨϯδϯάͷ5JQT ɾσʔλνʔϜͷӡӦͱϓϩηε
 ɾσʔλνʔϜͷ࠾༻ɺҭ੒ɺධՁ  

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͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠   IUUQTXXXQFYFMTDPNQIPUPQFSTPOIPMEJOHDIBSUBOECBSHSBQI