AWS DeepRacerで機械学習を始めませんか？

by yamakage92

Slide 1

Slide 1 text

"84%FFQ3BDFSͰ ػցֶशΛ࢝Ί·ͤΜ͔ʁ גࣜձࣾϠϓϦ ࢁӨɹ७໵

Slide 2

Slide 2 text

ࣗݾ঺հ w ࢁӨɹ७໵ʢ΍·͔͛ɹ͡ΎΜ΍ʣ w αʔόαΠυΤϯδχΞ w ೥݄ʹגࣜձࣾϠϓϦʹೖࣾ w ೖࣾͯ͠ϲ݄ܦͨͣʹSF*OWFOUʹߦ͚Δ ͜ͱʹ w ӳޠ͸ۤखͰ͢ɻ

Slide 3

Slide 3 text

ΞδΣϯμ w,FZOPUFͰಥવൃද͞Εͨ%FFQ3BDFS wϫʔΫγϣοϓʹࢀՃ wίϯιʔϧ΍ΞʔΩςΫνϟ w%FFQ3BDFSຊମͷ૊ΈཱͯˍσϓϩΠํ๏ wେձͷ݁Ռɺͦͯ͠ɾɾɾ

Slide 4

Slide 4 text

ΞδΣϯμ w,FZOPUFͰಥવൃද͞Εͨ%FFQ3BDFS wϫʔΫγϣοϓʹࢀՃ wίϯιʔϧ΍ΞʔΩςΫνϟ w%FFQ3BDFSຊମͷ૊ΈཱͯˍσϓϩΠํ๏ wେձͷ݁Ռɺͦͯ͠ɾɾɾ

Slide 5

Slide 5 text

͢΂ͯ͸ ͔͜͜Β͸͡·ͬͨ

Slide 6

Slide 6 text

͸͡·Γ·ͨ͠ʂ,FZOPUFʂʂ

Slide 7

Slide 7 text

$&0ͷ"OEZ+BTTZ͞Μ

Slide 8

Slide 8 text

,FZOPUF%BZͷ৽ػೳ·ͱΊ w "NB[PO(MBDJFS %FFQ"SDIJWF w "NB[PO'4YGPS 8JOEPXT'JMF4FSWFS w "NB[PO'4YGPS -VTUSF w "84$POUSPM5PXFS w "844FDVSJUZ)VC w "NB[PO-BLF 'PSNBUJPO w "NB[PO5JNFTUSFBN w "NB[PO2VBOUVN -FEHFS%BUBCBTF w "NB[PO.BOBHFE #MPDLDIBJO w "NB[PO&MBTUJD *OGFSFODF w "84*OGFSFOUJB w "84.BSLFUQMBDF GPS.BDIJOF -FBSOJOH w "84%FFQ3BDFS w "NB[PO5FYUSBDU w "NB[PO1FSTPOBMJ[F w "NB[PO'PSFDBTU w "840VUQPTUT w "NB[PO%ZOBNP%# POEFNBOE w "NB[PO4BHF.BLFS OFP w "84-JDFOTF .BOBHFS w "84"QQ.FTI w "84$MPVE.BQ

Slide 9

Slide 9 text

Slide 10

Slide 10 text

"84%FFQ3BDFS

Slide 11

Slide 11 text

"84%FFQ3BDFS

Slide 12

Slide 12 text

"84%FFQ3BDFS

Slide 13

Slide 13 text

"84%FFQ3BDFS-FBHVF4FBTPO

Slide 14

Slide 14 text

ΞδΣϯμ w,FZOPUFͰಥવൃද͞Εͨ%FFQ3BDFS wϫʔΫγϣοϓʹࢀՃ wίϯιʔϧ΍ΞʔΩςΫνϟ w%FFQ3BDFSຊମͷ૊ΈཱͯˍσϓϩΠํ๏ wେձͷ݁Ռɺͦͯ͠ɾɾɾ

Slide 15

Slide 15 text

͍͟ʂ.(.΁ʂʂ w ,FZOPUFͷձ৔ͷ7FOFUJBO͔Β.(.΁γϟ τϧόεͰ෼͘Β͍ w ,FZOPUF͕ऴΘ͔ͬͯΒ෼ޙʹ։࠵ w େࠞࡶ͕༧૝͞Εͨ w ,FZOPUF͕ऴΘΔલʹग़·ͨ͠ w .(.ͷ৔ॴ͸Θ͔Δ͚Ͳɺϗςϧ಺ͷͲ͜ ͰϫʔΫγϣοϓ͕͋Δ͔Θ͔Βͳ͔ͬͨ

Slide 16

Slide 16 text

w .(.ͷձ৔ͷ"TL.Fͷਓʹฉ͍ͯ΋Θ͔ Βͳ͔ͬͨ w ͨ·ͨ·લ೔ਂ໷ɺӈͷײ͡ͰϫʔΫγϣο ϓ͕૿͍͑ͯΔͷΛ஌͍ͬͯͨ w 3PCPDBS3BMMZ %FFQ3BDFSͩΑͶʁ

Slide 17

Slide 17 text

ਖ਼ղʂ%FFQ3BDFSͰͨ͠ʂ

Slide 18

Slide 18 text

%FFQ3BDFS͸ڧԽֶश

Slide 19

Slide 19 text

ڧԽֶशͱ͸ʁ w ڧԽֶशʢ͖ΐ͏͔͕͘͠Ύ͏ɺӳ3FJOGPSDFNFOUMFBSOJOHʣͱ͸ɺ͋ Δ؀ڥ಺ʹ͓͚ΔΤʔδΣϯτ͕ɺݱࡏͷঢ়ଶΛ؍ଌ͠ɺऔΔ΂͖ߦಈΛ ܾఆ͢Δ໰୊Λѻ͏ػցֶशͷҰछɻΤʔδΣϯτ͸ߦಈΛબ୒͢Δ͜ͱ Ͱ؀ڥ͔ΒใुΛಘΔɻڧԽֶश͸Ұ࿈ͷߦಈΛ௨ͯ͡ใु͕࠷΋ଟ͘ಘ ΒΕΔΑ͏ͳํࡦ QPMJDZ Λֶश͢Δɻ୅දతͳख๏ͱͯ͠5%ֶश΍2ֶ श͕஌ΒΕ͍ͯΔɻ ग़యϑϦʔඦՊࣄయʰ΢ΟΩϖσΟΞʢ8JLJQFEJBʣʱΑΓ IUUQTKBXJLJQFEJBPSHXJLJ&#$#&$&"%"&#'

Slide 20

Slide 20 text

No content

Slide 21

Slide 21 text

ࠓճͷίʔε͸͜Μͳײ͡

Slide 22

Slide 22 text

ΞδΣϯμ w,FZOPUFͰಥવൃද͞Εͨ%FFQ3BDFS wϫʔΫγϣοϓʹࢀՃ wίϯιʔϧ΍ΞʔΩςΫνϟ w%FFQ3BDFSຊମͷ૊ΈཱͯˍσϓϩΠํ๏ wେձͷ݁Ռɺͦͯ͠ɾɾɾ

Slide 23

Slide 23 text

%FFQ3BDFS$POTPMFͷϑϩʔ

Slide 24

Slide 24 text

࣮ࡍͷ$POTPMFը໘

Slide 25

Slide 25 text

3FXBSEGVODUJPOͷઃఆ

Slide 26

Slide 26 text

༻ҙ͞Ε͍ͯͨιʔε͸͜Μͳײ͡

Slide 27

Slide 27 text

͜ΜͳύϥϝʔλΛड͚औΕΔ

Slide 28

Slide 28 text

)ZQFSQBSBNFUFSͷઃఆ

Slide 29

Slide 29 text

NBYͷֶश࣌ؒͷઃఆ

Slide 30

Slide 30 text

No content

Slide 31

Slide 31 text

%FFQ3BDFSTJNVMBUPSBSDIJUFDUVSF

Slide 32

Slide 32 text

ΞδΣϯμ w,FZOPUFͰಥવൃද͞Εͨ%FFQ3BDFS wϫʔΫγϣοϓʹࢀՃ wίϯιʔϧ΍ΞʔΩςΫνϟ w%FFQ3BDFSຊମͷ૊ΈཱͯˍσϓϩΠํ๏ wେձͷ݁Ռɺͦͯ͠ɾɾɾ

Slide 33

Slide 33 text

%FFQ3BDFSΛ૊ΈཱͯͯΈͨ ࢀߟɿ(FUUJOH4UBSUFEXJUI"84%FFQ3BDFS IUUQTBXTBNB[PODPNKQEFFQSBDFSHFUUJOHTUBSUFE

Slide 34

Slide 34 text

·্ͣͷΫϦοϓ̐ͭΛ֎͠ɺΧόʔΛ֎͢

Slide 35

Slide 35 text

࣍ʹ͜ͷΫϦοϓ̐ͭΛ֎͠ɺ্ͷϢχοτΛ্࣋ͪ͛Δ

Slide 36

Slide 36 text

੨͍όοςϦʔΛܨ͙ ͜͜Λܨ͙ ͬͪ͜͸ॆి༻

Slide 37

Slide 37 text

ܨ͍ͩ੨͍όοςϦʔΛ૷ண ͜͜ʹ૷ண Ϟʔλʔ෦෼ͷ0/ 0''εΠον͸͜͜

Slide 38

Slide 38 text

ࠇ͍όοςϦʔΛ૷ணɻ64#UZQFDΛܨ͙ɻ όοςϦʔΛ͜͜ʹ ૷ண 64#UZQFDΛܨ͙

Slide 39

Slide 39 text

্ͷϢχοτͷిݯ͸͜͜

Slide 40

Slide 40 text

͋͞ɺಈ͔ͦ͏ʂʂʂ

Slide 41

Slide 41 text

Ͱ΋ɺͲ͏΍ͬͯૢ࡞͢Δͷʁ

Slide 42

Slide 42 text

%FFQ3BDFSʹϑΝΠϧΛσϓϩΠ w IUUQTEBXTTUBUJDDPNEFFQSBDFSXJpDSFETUYUΛμ΢ϯϩʔυ w ௥هͨ͠ϑΝΠϧΛ64#ϝϞϦܦ༝ͰσϓϩΠ͢Δ ܨ͍͗ͨ8Jpͷ44*%ͱύεϫʔυΛ௥ه͢Δ

Slide 43

Slide 43 text

σϓϩΠ͸64#ϝϞϦܦ༝ 64#ϝϞϦ͸ ͜͜ʹܨ͙

Slide 44

Slide 44 text

8Jpʹ઀ଓ͞ΕΔͱ-&%͕੨͘఺౮ ͕͜͜఺౮͢Δ

Slide 45

Slide 45 text

64#ϝϞϦ಺ʹϑΝΠϧ͕Ͱ͖Δ ϓϥΠϕʔτ*1 $BSͷϗετ໊

Slide 46

Slide 46 text

औಘͨ͠*1Λϒϥ΢βͰ௚઀ೖྗ $BSͷंମఈʹύε ϫʔυ͕͋Δ

Slide 47

Slide 47 text

ϚχϡΞϧϞʔυͰૢ࡞Մೳʹʂʂ ͜͜Λ.BOVBMʹ εϐʔυΛʙͷؒͰઃఆͰ͖Δ $BS͔Βͷࢹքɻͪΐͬͱ஗Ԇ͋Γ·͢ɻ λονͰૢ࡞ʂʂ ԼͰલʹਐΈɺӈͰࠨʹۂ͕Δɻ ήʔϜͰҰൠతͳ൓సϞʔυɻ

Slide 48

Slide 48 text

Ϟσϧ͸NPEFMTϑΥϧμʹೖΕͯσϓϩΠ ͔͜͜Βμ΢ϯϩʔυɻ ֶशத͸μ΢ϯϩʔυ Ͱ͖ͳ͍ μ΢ϯϩʔυͨ͠Βɺ64#ϝϞϦʹʮNPEFMTʯ ϑΥϧμΛ࡞੒͠ɺͦͷதʹμ΢ϯϩʔυͨ͠ NPEFMΛͦͷ··ೖΕΔ 8Jpͱಉ༷ͷखॱͰ σϓϩΠ͢Δ

Slide 49

Slide 49 text

ΞδΣϯμ w,FZOPUFͰಥવൃද͞Εͨ%FFQ3BDFS wϫʔΫγϣοϓʹࢀՃ wίϯιʔϧ΍ΞʔΩςΫνϟ w%FFQ3BDFSຊମͷ૊ΈཱͯˍσϓϩΠํ๏ wେձͷ݁Ռɺͦͯ͠ɾɾɾ