Slide 1

Slide 1 text

Google ColabͱVSCodeΛ༻͍ͨ σʔλ෼ੳ؀ڥӡ༻Tips Takanobu Nozawa 2021.08.17 ෼ੳίϯϖLTձ

Slide 2

Slide 2 text

ຊ೔͝঺հ͢Δํ๏͸ɺ (PPHMFଆ͕ਪ঑͍ͯ͠Δ࢖༻ํ๏Ͱ͸͋Γ·ͤΜɻ ͋Β͔͡Ίྃ͝ঝ͍ͩ͘͞🙇 ʢٸʹ࢖͑ͳ͘ͳͬͨΓ͢ΔՄೳੑ΋͋Δͱࢥ͍ͬͯ·͢ʣ ໔੹

Slide 3

Slide 3 text

 ࣗݾ঺հ  (PPHMF$PMBCPSBUPSZ 7JTVBM4UVEJP$PEFͱ͸  ࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔  ؀ڥߏஙखॱɾӡ༻࣌ͷϙΠϯτ  LBHHMFͰ࢖͏৔߹ͷ5JQTʢίʔυίϯϖΛྫʹʣ  ΠϚΠνͳ఺  ࠷ޙʹ ΞδΣϯμ

Slide 4

Slide 4 text

ࣗݾ঺հ

Slide 5

Slide 5 text

໊લɿ໺ᖒ఩রʢ/P[BXB5BLBOPCVʣ ॴଐɿίωώτגࣜձࣾ ɹɹɿ͔ͨͺ͍!UBLBQZ ࣗݾ঺հ w /-1ɺਪનγεςϜΛϝΠϯʹ΍Γͭͭ"84ͱٔΕ͍ͯ·͢ w ػցֶशΛ࢖ͬͯͲͷΑ͏ʹϏδωεߩݙ͢Δ͔ʹڵຯ͕͋Γ·͢ w िͰϙουΩϟετ഑৴ͯ͠·͢!XJQGN

Slide 6

Slide 6 text

Έͳ͞Μ͸ͲͷΑ͏ͳ؀ڥͰ ػցֶशͷษڧ͍ͯ͠·͔͢ʁ ίϯϖςΟγϣϯʹࢀՃ͍ͯ͠·͔͢ʁ

Slide 7

Slide 7 text

ྫ͑͹ʜ w ࣗ୐ͷϚγϯ w "84 ($1 w LBHHMFOPUFCPPL w (PPHMF$PMBCPSBUPSZFUD

Slide 8

Slide 8 text

ྫ͑͹ʜ w ࣗ୐ͷϚγϯ w "84 ($1 w LBHHMFOPUFCPPL w (PPHMF$PMBCPSBUPSZʜFUD ࠓ೔࿩͢ͷ͸͜͜

Slide 9

Slide 9 text

ຊൃදͰ͸ࣗ෼ͷӡ༻ํ๏Λࡽ͠·͕͢ɺ ଞͷํ͕ͲͷΑ͏ʹ࢖͍ͬͯΔ͔΋ؾʹͳΔͷͰɺ 5XJUUFSʢ෼ੳίϯϖ-5ʣ΍ίϝϯτͳͲͰ Έͳ͞Μͷ׆༻ํ๏Λڭ͑ͯ΋Β͑Δͱخ͍͠Ͱ͢ʂ🙏

Slide 10

Slide 10 text

(PPHMF$PMBCPSBUPSZ 7JTVBM4UVEJP$PEFͱ͸ ؆୯ʹ͝঺հ

Slide 11

Slide 11 text

(PPHMF$PMBCPSBUPSZʢུশɿ$PMBCʣ w ϒϥ΢β͔Β1ZUIPO౳Λهड़ɺ࣮ߦͰ͖ΔαʔϏε w ҎԼͷΑ͏ͳಛ௃͕͋Δ w ؀ڥߏங͕ෆཁ w (16΁ͷΞΫηεՄ w OPUFCPPLΛ؆୯ʹڞ༗ w ೥݄ʹ1SP ϓϥϯ͕ొ৔

Slide 12

Slide 12 text

7JTVBM4UVEJP$PEFʢུশɿ74$PEFʣ w .4͕։ൃ͍ͯ͠ΔίʔυΤσΟλ w ֦ுػೳ͕๛෋ w ࠓճ͸ʮ3FNPUFr44)ʯͱ͍͏֦ுػೳΛར༻͢Δ

Slide 13

Slide 13 text

࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔ ·ͣ͸ΠϝʔδΛڞ༗͠·͢

Slide 14

Slide 14 text

࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔ (PPHMF%SJWFͷத਎͕74$PEF͔Β௚઀ݟΕΔ ˠ74$PEF্ͰϑΝΠϧΛ։͍ͨΓɺฤूͨ͠ΓɺΞοϓϩʔυͨ͠ΓՄ ֦େ 74$PEFͷը໘

Slide 15

Slide 15 text

࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔ ΋ͪΖΜJQZOCϑΝΠϧ΋͍͡ΕΔ

Slide 16

Slide 16 text

࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔ w 74$PEFͷ֦ுػೳ΋޷͖ͳ΋ͷΠϯετʔϧͯ͠࢖͑Δ w JOEFOUSBJOCPX w 5BCOJOF w %PDTUSJOH(FOFSBUPSͳͲͳͲ w -JOUFSͰͷίʔυνΣοΫ΋Ͱ͖Δ

Slide 17

Slide 17 text

࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔ w λʔϛφϧ΋͋Δఔ౓ࣗ෼޷ΈʹͰ͖ΔʢԼهը૾͸[TIʣ w (JUIVCͰίʔυ؅ཧ΋Ͱ͖ΔʢDPNNJU QVTI FUDʣ

Slide 18

Slide 18 text

࠷ऴతʹͲΜͳ؀ڥʹͳΔ͔ ͜ͷΑ͏ʹɺϩʔΧϧͰ։ൃ͍ͯ͠Δͷͱ͋Δఔ౓ಉ͡ମݧΛ $PMBCͷίϯϐϡʔλϦιʔεʢ(16ʣΛ༻͍࣮ͯݱͰ͖Δ☺

Slide 19

Slide 19 text

؀ڥߏஙखॱ ࣌ؒͷؔ܎΋͋ΔͷͰɺ͜͜Ͱ͸ͬ͘͟Γͱ͝঺հ Ҏ߱ͷεϥΠυͷαϯϓϧίʔυ౳͸Լهϒϩάʹ·ͱΊ͍ͯ·͢ IUUQTXXXUBLBQZXPSLFOUSZ

Slide 20

Slide 20 text

ߏஙखॱ OHSPLΞΧ΢ϯτ࡞੒ͱೝূΩʔͷऔಘʢॳճͷΈʣ $PMBCʹ(PPHMFυϥΠϒΛ઀ଓɺTTIαʔόىಈ 74$PEFʹʮSFNPUFTTIʯΠϯετʔϧʢॳճͷΈʣɺ઀ଓ

Slide 21

Slide 21 text

OHSPLΞΧ΢ϯτ࡞੒ͱೝূΩʔͷऔಘʢॳճͷΈʣ OHSPLʢIUUQTOHSPLDPNʣʹΞΧ΢ϯτ࡞੒͠ɺೝূΩʔΛऔಘ͢Δ ʢແྉΞΧ΢ϯτͰ0,ʣ ˠ͜ͷαʔϏεΛ࢖༻͢Δ͜ͱͰɺϩʔΧϧ*1ΞυϨε͔࣋ͨ͠ͳ͍ϗετ ʹɺ֎෦ͷωοτϫʔΫ͔ΒΞΫηε͢Δ͜ͱ͕Ͱ͖ΔΑ͏ʹͳΔ

Slide 22

Slide 22 text

$PMBCʹ(PPHMFυϥΠϒΛ઀ଓɺTTIαʔόىಈ $PMBC্Ͱ(16ɺ(PPHMFυϥΠϒ઀ଓͨ͠ޙɺTTIαʔόͷઃఆɾىಈ Λߦ͏OPUFCPPLΛ࣮ߦ͢Δ ˠαʔόىಈ༻OPUFCPPLΛͭ༻ҙͯ͠ʮ͢΂ͯͷηϧΛ࣮ߦʯΛߦ͏ Πϝʔδ

Slide 23

Slide 23 text

74$PEFʹʮSFNPUFTTIʯΠϯετʔϧɺ઀ଓ ϩʔΧϧͰ74$PEFΛىಈ͠ʮ3FNPUF44)ʯΛΠϯετʔϧʢॳճͷΈʣ

Slide 24

Slide 24 text

αʔόىಈ༻OPUFCPPLͰऔಘͨ͠OHSPLͷϗετͱ1PSU൪߸ΛTTIDPOGJHʹهड़ 74$PEFͷ$POOFDUUP)PTUϘλϯΛԡͯ͠ɺ$PMBCαʔόʹ઀ଓ ᶃ ᶄ ᶅ ᶆ ᶈ ᶇ 74$PEFʹʮSFNPUFTTIʯΠϯετʔϧɺ઀ଓ

Slide 25

Slide 25 text

ӡ༻࣌ͷϙΠϯτ

Slide 26

Slide 26 text

ӡ༻࣌ͷϙΠϯτ w TTIαʔόىಈ࣌ɺγϯϘϦοΫϦϯΫΛ࡞੒͢Δ w [TIΛΠϯετʔϧ͢Δ CBTIؔ࿈ϑΝΠϧΛίϐʔ͢Δ w TFUVQTIεΫϦϓτΛ࡞Δ w DISPNF֦ுػೳͰϒϥ΢βΛࣗಈߋ৽͢Δ

Slide 27

Slide 27 text

γϯϘϦοΫϦϯΫΛ࡞੒͢Δ $PMBC্Ͱ༧ΊγϯϘϦοΫϦϯΫΛ࡞੒͓ͯ͘͠ ˠ74$PEF͔Β઀ଓͨ͠ࡍʹ(PPHMF%SJWFͷத਎͕ݟ͑ΔΑ͏ʹ

Slide 28

Slide 28 text

[TIΛΠϯετʔϧ͢Δ CBTIؔ࿈ϑΝΠϧΛίϐʔ͢Δ w [TIͳͲɺ࢖༻͍ͨ͠΋ͷ͸DPMBC্Ͱ༧ΊΠϯετʔϧ͓ͯ͘͠ w CBTIܥϑΝΠϧʹ΋ඞཁͳ؀ڥม਺Λઃఆ͓ͯ͘͠ͱྑ͍ w ʢ[TIΛ࢖͍ͬͯΔਓ͸ʣϩʔΧϧͰ࢖༻͍ͯ͠Δ[TISDΛαʔόʹ ίϐʔ͓ͯ͘͠ͱɺϩʔΧϧͱಉ͡ઃఆ͕࢖͑ͯ޾ͤʹͳΕΔ

Slide 29

Slide 29 text

TFUVQTIεΫϦϓτΛ࡞Δ 74$PEFͷ֦ுػೳ΍QJQͰΠϯετʔϧ͍ͨ͠ϥΠϒϥϦΛɹɹ εΫϦϓτʹ·ͱΊ͓ͯ͘ ˠTTI઀ଓ௚ޙʹ CBTITFUVQTI Λ࣮ߦ͢Δ͚ͩͰຖճಉ͡؀ڥ ͕ߏஙͰ͖ΔΑ͏ʹͳΔ

Slide 30

Slide 30 text

DISPNF֦ுػೳͰϒϥ΢βΛࣗಈߋ৽͢Δ $PMBC͸์͓ͬͯ͘ͱηογϣϯ͕੾Εͯ͠·͏ ˠDISPNFͷ֦ுػೳͰɺTTIαʔόΛىಈͨ͠OPUFCPPLΛఆظߋ৽ ͓ͯ͘͜͠ͱͰηογϣϯ͕੾Εͣʹ࢖͑Δ IUUQTDISPNFHPPHMFDPNXFCTUPSFEFUBJMUBCBVUPSFGSFTIPPNPFBDPHKLPMIFBDHELLLICKJQBPNLO

Slide 31

Slide 31 text

LBHHMFͰ࢖͏৔߹ͷ5JQT Ϟσϧ͸खݩͰֶशͤͯ͞ɺ LBHHMF্Ͱ͸ਪ࿦ॲཧ͚ͩΛߦ͏૝ఆͷ ίʔυίϯϖΛྫʹ

Slide 32

Slide 32 text

LBHHMFͰ࢖͏৔߹ͷ5JQTʢίʔυίϯϖΛྫʹʣ ֶशਪ࿦εΫϦϓτͷதʹɺzεΫϦϓτຊମzͱzֶशࡁΈϞσϧzΛLBHHMF %BUBTFUʹΞοϓϩʔυ͢ΔॲཧΛ࢓ࠐΉ ˠTVCNJU࣌͸LBHHMFͷOPUFCPPL্͔ΒεΫϦϓτΛ࣮ߦ͢Δ͚ͩͰ0,ɻ ͜͏͢Δ͜ͱͰʮਪ࿦ઐ༻ͷOPUFCPPLΛ͔Β࡞Βͳ͖Όʜʯͱ͍͏ࣄ΋ ແ͘ͳΔ ਪ࿦ίʔυ΋(JUIVCͰ؅ཧͰ͖Δ

Slide 33

Slide 33 text

LBHHMFͰ࢖͏৔߹ͷ5JQTʢίʔυίϯϖΛྫʹʣ ϑΝΠϧͷΞοϓϩʔυͷॲཧ͸ҎԼͷΑ͏ͳΠϝʔδ ˠ͜ͷαϯϓϧͰ͸ɺVQMPBE@UBSHFU@EJSʹ(PPHMF%SJWFͷύε Λࢦఆ࣮ͯ͠ߦ͢ΔΠϝʔδ ˞LBHHMFͷDSFEFOUJBM৘ใͷऔѻʹ͸͝஫ҙΛ

Slide 34

Slide 34 text

LBHHMFͰ࢖͏৔߹ͷ5JQTʢίʔυίϯϖΛྫʹʣ εΫϦϓτ಺ͰԼهͷΑ͏ʹ৚݅෼͚͢ΔͱɺखݩͷϚγϯʢ$PMBCʣ Ͱ͸ֶशɾਪ࿦ॲཧΛɺLBHHMFͰTVCNJU͢Δࡍʹ͸ਪ࿦ॲཧͷΈΛߦ͏ εΫϦϓτ͕࣮૷Ͱ͖Δ

Slide 35

Slide 35 text

ΠϚΠνͳ఺

Slide 36

Slide 36 text

ΠϚΠνͳ఺ ΋ͪΖΜྑ͍͜ͱ͹͔ΓͰ͸ͳ͘ɺͪΐͬͱΠϚΠνͳ఺΋͋Δ ྫ͑͹ʜ w Ұ౓ηογϣϯ͕੾ΕΔͱɺϗετͱ1PSU൪߸Λ࠶ൃߦ͠ɺ DPOGJHϑΝΠϧΛߋ৽ͯ͠74$PEF͔Β࠶઀ଓ͢Δඞཁ͕͋Δ w λʔϛφϧ͕গ͠ϞοαϦ͢Δ ͱ͸͍͑·͊ڐ༰Ͱ͖Δൣғ͔ͳ͊ͱ͍͏ײ֮👍

Slide 37

Slide 37 text

࠷ޙʹ

Slide 38

Slide 38 text

࠷ޙʹ w $PMBCͱ74$PEFΛίϥϘϨʔγϣϯ͢Δ͜ͱͰɺϩʔΧϧͰ։ൃ ͍ͯ͠Δͷͱଝ৭ͳ͍։ൃମݧ͕ɺ(16؀ڥͰՄೳʹʂ w Έͳ͞Μͷ$PMBC5JQT଴ͬͯ·͢ʂ w ؾʹͳͬͨ఺ͳͲ͋Ε͹ɺ5XJUUFS%.Ͱ΋ɺ෼ੳίϯϖ-5Ͱ ΋͓ؾܰʹίϝϯτԼ͍͞ʢ!UBLBQZʣ w ຊൃද͕ʮ$PMBC͏·͘࢖͍͜ͳͤͳ͍ͳ͊ʯͱࢥ͍ͬͯͨਓͷɹ ҰॿʹͳΕ͹خ͍͠Ͱ͢😆

Slide 39

Slide 39 text

ࢀߟࢿྉ w (PPHMF$PMBCΛ44)ͱ74$PEFͰ࢖͏ w (PPHMF$PMBCQSPΛ74$PEFͰTTI઀ଓͯ͠7 (16 Λૣ଎ճ ͯ͠Έͨɻ

Slide 40

Slide 40 text

͓ΘΓ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ʂ