ハッカソンプレゼン | 暮らしを診る眼 OheyaObeya 〜 AIで汚部屋を何とかするPJ

98df8bb11748bb59fef1aa1e474e8e02?s=47 komo_fr
February 28, 2019

ハッカソンプレゼン | 暮らしを診る眼 OheyaObeya 〜 AIで汚部屋を何とかするPJ

【Demo Movie】注意:音が鳴ります
Youtube : https://youtu.be/Pub1_Nes1tM

【Repository】
GitHub: https://github.com/OheyaObeya

【Summary】
[展示用サマリ] 2ページでわかるOheyaObeya: https://bit.ly/2FsZ5D5

【Team Member】
▼ Tomoko Furuki (@komo-fr: https://github.com/komo-fr)
Team Leader
アイデア原案 / 機械学習モデル構築(画像認識・物体検出) / Web API化 / データ収集 / プレゼン資料作成 他

▼ Hitoshi midonoya
Raspberry Pi / ダッシュボード作成 他

【Note】
本資料の著作権は、「FFS ハッカソン 参加規約」の第2項に従い、OheyaObeyaのチームメンバに帰属します。
FFS ハッカソン 参加規約 | https://bit.ly/2Om7NHf

98df8bb11748bb59fef1aa1e474e8e02?s=128

komo_fr

February 28, 2019
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Transcript

  1. ৺͕ߥΕΔͱɺ෦԰΋ߥΕΔ ฻Β͠Λ਍Δ؟ OheyaObeya

  2. ͜Μͳݴ༿Λ ฉ͍ͨ͜ͱ͸ ͋Γ·ͤΜ͔ʁ

  3. ෦԰ͷཚΕ͸ ৺ͷཚΕ

  4. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ͍ͭͷؒʹ͔෦԰͕ߥΕΔ ମྗ㽊 ؾྗ㽊

  5. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ͍ͭͷؒʹ͔෦԰͕ߥΕΔ ମྗ㽊 ؾྗ㽊

  6. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ͍ͭͷؒʹ͔෦԰͕ߥΕΔ ମྗ㽊 ؾྗ㽊 େৎ෉ͩ ໰୊ͳ͍

  7. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ͍ͭͷؒʹ͔෦԰͕ߥΕΔ ମྗ㽊 ؾྗ㽊 ֮ࣗ঱ঢ়ͳ͠

  8. ෦԰ ৺

  9. ෦԰ ೴ͷػೳ

  10. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ʮย෇͚ʯ͸ߴ౓ͳ೴ͷػೳ ᶃೝࣝ͢Δ ᶄ਱ߦ͢Δ ย෇͚ͳ͖Ό

  11. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ʮย෇͚ʯ͸ߴ౓ͳ೴ͷػೳ ᶃೝࣝ͢Δ ᶄ਱ߦ͢Δ ย෇͚ͳ͖Ό

  12. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ʮย෇͚ʯ͸ߴ౓ͳ೴ͷػೳ ᶃೝࣝ͢Δ ᶄ਱ߦ͢Δ ย෇͚ͳ͖Ό

  13. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ʮย෇͚ΒΕͳ͍ʯ͕঱ঢ় ͏ͭප ೝ஌঱ "%)%

  14. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE Ԛ෦԰͸೔ʹͯ͠੒Βͣ

  15. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE Ԛ෦԰͸೔ʹͯ͠੒Βͣ

  16. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE Ԛ෦԰͸೔ʹͯ͠੒Βͣ

  17. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE Ԛ෦԰͸೔ʹͯ͠੒Βͣ

  18. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE Ԛ෦԰͸೔ʹͯ͠੒Βͣ ѱ॥؀

  19. OheyaObeya

  20. OheyaObeya

  21. OheyaObeya ೝࣝ ਱ߦ 4VQQPSU

  22. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w"*Ͱ෦԰ͷঢ়گΛ൑அ ೝࣝͱ਱ߦΛαϙʔτ ͓෦԰ Ԛ෦԰ PS wҰఆظؒԚ෦԰͕ଓ͍ͨΒΞϥʔτ

  23. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w"*Ͱ෦԰ͷঢ়گΛ൑அ ೝࣝͱ਱ߦΛαϙʔτ ͓෦԰ Ԛ෦԰ PS wҰఆظؒԚ෦԰͕ଓ͍ͨΒΞϥʔτ

  24. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w"*Ͱ෦԰ͷঢ়گΛ൑அ ೝࣝͱ਱ߦΛαϙʔτ ͓෦԰ Ԛ෦԰ PS wҰఆظؒԚ෦԰͕ଓ͍ͨΒΞϥʔτ

  25. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w໰୊ઃఆΛʮصͷ্ʯʹ୯७Խ ࠓճͷϓϩτλΠϓͷൣғ ෦԰શମ ϦϏϯά ୆ॴ ৸ࣨ τΠϨ ݰؔ

    صͷ্
  26. How? Ͳ͏࣮ݱ͔ͨ͠?

  27. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ "*ʹΑΔ෦԰ͷঢ়گ൑அ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ

  28. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ ը૾ೝࣝ ෺ମݕग़ "*ʹΑΔ෦԰ͷঢ়گ൑அ

  29. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ ը૾ೝࣝ "*ʹΑΔ෦԰ͷঢ়گ൑அ

  30. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ ෺ମݕग़ "*ʹΑΔ෦԰ͷঢ়گ൑அ

  31. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ "*ʹΑΔ෦԰ͷঢ়گ൑அ

  32. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w࣮ݱखஈ1ZUIPO,FSBTΛ࢖ͬͨਂ૚ֶश ը૾෼ྨͰͷ޻෉ϙΠϯτ wᶃͲ͏΍ͬͯେྔͷը૾Λऩू͢Δʁ wᶄֶश༻ͷ(16ϚγϯΛͲ͏͢Δʁ wᶅ࣮ݧͷࢼߦࡨޡαΠΫϧΛͲ͏ճ͔͢ʁ

  33. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w ࿈ଓࡱӨ͢ΔεΫϦϓτΛ࡞੒ w ̏୆ͷΧϝϥΛ࢖ͬͯ౓ʹγϣοτ ᶃը૾ͷऩू 

  34. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w ࿈ଓࡱӨ͢ΔεΫϦϓτΛ࡞੒ w ̏୆ͷΧϝϥΛ࢖ͬͯ౓ʹγϣοτ ᶃը૾ͷऩू 

  35. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w ࿈ଓࡱӨ͢ΔεΫϦϓτΛ࡞੒ w ̏୆ͷΧϝϥΛ࢖ͬͯ౓ʹγϣοτ ᶃը૾ͷऩू  ໿࣌ؒͰຕͷϖʔεͰऩू

  36. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE DMFBO ͓෦԰ ࠨΧϝϥ தԝΧϝϥ ӈΧϝϥ

  37. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE NFTTZ Ԛ෦԰ ࠨΧϝϥ தԝΧϝϥ ӈΧϝϥ

  38. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wಛఆͷঢ়گʢصͷ৭ʣʹภΒͳ͍Α͏ɺ
 ৭ࢴΛෑ͍ͯόϦΤʔγϣϯΛ૿΍͢ ᶃը૾ͷऩू  ࠇ͍ص ന͍ص

  39. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w%BUB"VHNFOUBUJPOʹΑΔը૾ͷΧ α૿͠ ,FSBTͷػೳΛར༻ʣ ᶃը૾ͷऩू 

  40. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w "[VSFͷ%FFQ-FBSOJOH7JSUVBM.BDIJOF VCVOUV  w (16΍1ZUIPOͷ؀ڥߏஙʹؔ͢ΔϩεΛഉআ ᶄֶश༻ͷ(16Ϛγϯ 

  41. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w(16Πϯελϯεߴ͍͔Β࢖͏ͷ͕ා͍ɻɻɻ w͕͔͔࣌ؒΔॲཧΛ࣮ߦޙɺ๨Εͯ์ஔ wॲཧ͕ίέͨ͜ͱʹؾ͔ͮͣɺԿ΋ਐ·͵··์ஔ ᶄֶश༻ͷ(16Ϛγϯ 

  42. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w4MBDLʹ࣮ݧϩά༻ͷνϟϯωϧΛ࡞੒ wֶश༻ͷ1ZUIPOεΫϦϓτ಺Ͱ4MBDLʹϝϯγϣϯ෇ ͖Ͱ௨஌Λग़͢ wֶशॲཧ͕׬ྃͨ͠Β௨஌ wॲཧ͕ίέͨΒ௨஌ 4MBDLʹ௨஌

  43. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w4MBDLʹ࣮ݧϩά༻ͷνϟϯωϧΛ࡞੒ wֶश༻ͷ1ZUIPOεΫϦϓτ಺Ͱ4MBDLʹϝϯγϣϯ෇ ͖Ͱ௨஌Λग़͢ wֶशॲཧ͕׬ྃͨ͠Β௨஌ wॲཧ͕ίέͨΒ௨஌ 4MBDLʹ௨஌

  44. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE IUUQKPTIUPCJODPNUSPVCMFTIPPUJOHEFFQOFVSBMOFUXPSLTIUNM ᶅࢼߦࡨޡͷαΠΫϧ 

  45. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w σʔλɿಛఆঢ়گͷը૾ʢࠇ͍ص͚ͩ 
 ߏ଄γϯϓϧͳߏ଄ʢ-F/FUʣ
 ֶशͷͤ͞ํ͔̌Β w σʔλঢ়گΛ૿΍ͨ͠ը૾ʢࠇ͍صന͍صը૾Χα૿͠ʣ
 ߏ଄গ͠ਂ͍ߏ଄


    ֶशͷͤ͞ํ'JOF5VOJOH w σʔλঢ়گΛ૿΍ͨ͠ը૾ʢࠇ͍صന͍صը૾Χα૿͠ʣ
 ߏ଄.PCJMF/FU
 ֶशͷͤ͞ํ'JOF5VOJOH ᶅࢼߦࡨޡͷαΠΫϧ  ᶃҰ൪γϯϓϧͳ ํ๏ͰϕʔεϥΠ ϯΛ࡞Δ
  46. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w σʔλɿಛఆঢ়گͷը૾ʢࠇ͍ص͚ͩ 
 ߏ଄γϯϓϧͳߏ଄ʢ-F/FUʣ
 ֶशͷͤ͞ํ͔̌Β w σʔλঢ়گΛ૿΍ͨ͠ը૾ʢࠇ͍صന͍صը૾Χα૿͠ʣ
 ߏ଄গ͠ਂ͍ߏ଄


    ֶशͷͤ͞ํ'JOF5VOJOH w σʔλঢ়گΛ૿΍ͨ͠ը૾ʢࠇ͍صന͍صը૾Χα૿͠ʣ
 ߏ଄.PCJMF/FU
 ֶशͷͤ͞ํ'JOF5VOJOH ᶅࢼߦࡨޡͷαΠΫϧ  ᶄਫ਼౓Λ֬อ
  47. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w σʔλɿಛఆঢ়گͷը૾ʢࠇ͍ص͚ͩ 
 ߏ଄γϯϓϧͳߏ଄ʢ-F/FUʣ
 ֶशͷͤ͞ํ͔̌Β w σʔλঢ়گΛ૿΍ͨ͠ը૾ʢࠇ͍صന͍صը૾Χα૿͠ʣ
 ߏ଄গ͠ਂ͍ߏ଄


    ֶशͷͤ͞ํ'JOF5VOJOH w σʔλঢ়گΛ૿΍ͨ͠ը૾ʢࠇ͍صന͍صը૾Χα૿͠ʣ
 ߏ଄.PCJMF/FU
 ֶशͷͤ͞ํ'JOF5VOJOH ᶅࢼߦࡨޡͷαΠΫϧ  ᶅਫ਼౓Λ֬อͨ͠ ··ϞσϧͷܰྔԽ
  48. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ᶅࢼߦࡨޡͷαΠΫϧ  ᶄ͓͖͍֮͑ͯͨ ࣮ݧ൪߸ΛϐϯཹΊ ᶃ࣮ݧ࣌ͷάϥϑ΍ ύϥϝʔλΛࣗಈ౤ߘ

  49. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w ࡞੒ͨ͠ϞσϧΛ࢖ͬͨਪ࿦ॲཧΛ'MBTLͰ8FC"1*Խ w DMFBO TPTP NFTTZͷஈ֊൑ఆ w ਂ૚ֶशϞσϧࣗମ͸DMFBOPSNFTTZͷ஋෼ྨ

    w DMFBOͱNFTTZͷ֬཰͕፰߅͢Δ৔߹ΛTPTPͱͯ͠ѻ͏ Ϟσϧͷల։
  50. DEMO (ը૾શମΛݟͨ൑ఆ)

  51. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE %&.0ͷྲྀΕ w 3BTQCFSSZ1*ͰࡱӨਪ࿦"1*Λ࣮ߦ

  52. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE Ұਓ฻Β͠ͷՈ଒Λ࣋ͭਓʹ ͓฼͞Μ େৎ෉͔͠Βʜʜ

  53. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ "*ʹΑΔ෦԰ͷঢ়گ൑அ ը૾ೝࣝ

  54. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wը૾શମΛݟ͓ͯ෦԰Ԛ෦԰Λ෼ྨ wݸผͷ෺ମΛݟͯ۩ମతʹγʔϯΛղੳ PS ຊ ห౰Ψϥ ෺ମݕग़ "*ʹΑΔ෦԰ͷঢ়گ൑அ

  55. None
  56. ห౰Ψϥ ຊ υϥΠϠʔ Ͳ͏͍͏ঢ়گͩʁʁʁ

  57. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ෺ମ͔ΒγʔϯΛਪଌ͢Δ ෺ ମ γ ʔ ϯ ৯ࣄ

  58. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ෺ମ͔ΒγʔϯΛਪଌ͢Δ ෺ ମ γ ʔ ϯ ৯ࣄ ಡॻ

  59. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ෺ମ͔ΒγʔϯΛਪଌ͢Δ ෺ ମ γ ʔ ϯ ৯ࣄ ಡॻ

    ਎ࢧ౓
  60. None
  61. None
  62. None
  63. ย෇͚ͳ͍ͱɺ ը໘಺ʹෳ਺ͷʮγʔϯʯ͕ࠞࡏ͢Δ

  64. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ը໘಺ͷʮγʔϯʯͷ਺ ୔ࢁ͋Δ͚Ͳɺ શ෦ʮ৯ࣄதʯʹؔ͢Δ ΦϒδΣΫτ γʔϯ਺

  65. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ը໘಺ͷʮγʔϯʯͷ਺ ୔ࢁ͋Δ͚Ͳɺ શ෦ʮ৯ࣄதʯʹؔ͢Δ ΦϒδΣΫτ γʔϯ਺ γʔϯ͕ҟͳΔ ΦϒδΣΫτ γʔϯ਺

    ৯ࣄத ಡॻத ਎ࢧ౓த
  66. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ෺ମݕग़ʹΑΔγʔϯղੳ w෺ମݕग़͸ڭࢣσʔλͷ༻ҙʹख͕͔͔ؒΔ wˠ"[VSF$VTUPN7JTJPO4FSWJDFΛར༻ w

  67. DEMO (෺ମݕग़ʹΑΔγʔϯղੳ)

  68. OheyaObeya͕ ໨ࢦ͢ະདྷ

  69. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ैདྷͷϔϧεέΞ ମΛ਍Δ පӃͰͷ ݕࠪ ΢ΣΞϥϒϧ σόΠε

  70. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ैདྷͷϔϧεέΞ ମΛ਍Δ පӃͰͷ ݕࠪ ΢ΣΞϥϒϧ σόΠε

  71. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE 0IFZB0CFZB͕໨ࢦ͢ະདྷ ฻Β͠Λ਍Δ ҥɾ৯ɾॅͷ ཚΕ ମΛ਍Δ පӃͰͷ ݕࠪ ΢ΣΞϥϒϧ

    σόΠε
  72. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ·ͱΊ ը૾ٕज़ϔϧεέΞࣄۀ "[VSFʹΑΔ ॊೈͳܭࢉػϦιʔε "*ٕज़

  73. ϔϧεέΞ͸ɺ ʮମΛ਍Δʯ͔Βʮ฻Β͠Λ਍Δʯ΁ OheyaObeya

  74. "QQFOEJY ϋοΧιϯ౰೔ʹऩ·Γ͖Βͳ͔ͬͨ৘ใΛ ޙ೔௥ه͠·ͨ͠

  75. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wνʔϜϝϯό w͜ͷࢿྉʹ͍ͭͯ wΞΠσΞݪҊʹ͍ͭͯ wར༻ٕज़ɺࢀߟจݙ wࠓޙͷ༧ఆ "QQFOEJY

  76. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE w5PNPLP'VSVLJ UFBNMFBEFS  w ΞΠσΞݪҊػցֶशϞσϧߏங8FC"1*Խσʔλऩूϓ Ϩθϯࢿྉ࡞੒ଞ w 5XJUUFS!LPNP@GS(JU)VC!LPNPGS

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  77. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wຊࢿྉͷஶ࡞ݖ͸ɺʮ''4ϋοΧιϯࢀՃن໿ʯ ͷୈ߲ʹै͍ɺ0IFZB0CFZBͷνʔϜϝϯόʹؼ ଐ͠·͢ɻ w''4ϋοΧιϯࢀՃن໿ w IUUQTESJWFHPPHMFDPNpMFE Q8$1G"ET6%UK@II*Y7:G6[X)HIUEUYWJFX ͜ͷࢿྉʹ͍ͭͯ

  78. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE wΞΠσΞιϯ࣌ͷΞΠσΞεέον ΞΠσΞݪҊ  IUUQTCJUMZ)#RWUG

  79. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ʮPyCon JP 2018 ͻΖ͕ΔPythonʯొஃऀ࠲ஊձ ʙΘͨ͠ͷ PythonͷͻΖ͔͛ͨʙ ΞΠσΞݪҊ 

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  80. ར༻ٕज़ࢀߟࢿྉ

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  88. OheyaObeya $PQZSJHIU˜0IFZB0CFZB"MM3JHIUT3FTFSWFE ࣮ݧ࣌ͷίʔυ w(JU(JU)VCͰ؅ཧɻίϛοτϝοηʔδʹ࣮ݧ൪߸ΛؚΊͯίϛοτɻಛʹؾ ʹͳΔ݁Ռ͕ग़ͨ৔߹͸UBHΛଧͬͯ؅ཧɻ ࣮ݧ࣌ͷσʔλ wϑΝΠϧαΠζ͕େ͖͍ͷͰ(JUͷ؅ཧ͔Β͸֎ͨ͠ɻ(JU-'4ͷར༻΋ߟ͑ͨ ͕ɺϋοΧιϯظؒ಺ʹͦ͜·Ͱසൟʹσʔληοτ͕มΘΒͣͦ͜·Ͱ؅ཧͷ ࢓૊ΈԽΛؤுΒͳͯ͘΋Կͱ͔ͳͬͨͷͰɺσʔληοτຖʹϑΥϧμΛ෼͚ Δఔ౓Ͱಛผͳ͜ͱ͸΍Βͳ͔ͬͨɻࠓޙͷ՝୊ɻ

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