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DL勉強会 5月：Arxivで最近人気の論文の勉強会【オンライン】

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May 07, 2020
Research
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DL勉強会 5月：Arxivで最近人気の論文の勉強会【オンライン】

医療ディープラーニング勉強会の資料

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kamicup

May 07, 2020

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Transcript

  1. ҩྍσΟʔϓϥʔχϯάษڧձୈ̐ճ %-ษڧձ݄ɿ"SYJWͰ࠷ۙਓؾͷ࿦จͷษڧձʲΦϯϥΠϯʳ גࣜձࣾ:&#*49:;ɹڮຊ঵Ұ

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  29. ؾʹͳͬͨ࿦จ̍ͭ

  30. ؾʹͳͬͨ࿦จ̍ͭ ̎ͭ w 4VQFSWJTFE$POUSBTUJWF-FBSOJOH w "EWFSTBSJBM-BUFOU"VUPFODPEFST

  31. None

  32. ΫϩεΤϯτϩϐʔ͸ɺը૾෼ྨϞσϧͷڭࢣ͋Γֶशʹ࠷΋޿͘༻͍ΒΕ͍ͯΔଛࣦؔ਺Ͱ͋Δɻຊ࿦จͰ͸ɺҟͳ ΔΞʔΩςΫνϟͱσʔλͷ֦ுʹ·͕ͨΔڭࢣ෇ֶ͖शλεΫʹ͓͍ͯɺҰ؏ͯ͠ΫϩεΤϯτϩϐʔΛ্ճΔֶश ํ๏ΛఏҊ͢Δɻզʑ͸ɺࣗݾڭࢣ͋ΓʢTFMGTVQFSWJTFEʣͰڧྗͳදݱΛֶश͢ΔͷʹඇৗʹޮՌతͰ͋Δ͜ͱ͕ ࠷ۙ໌Β͔ʹͳͬͨόονίϯτϥετϩεΛमਖ਼͢Δɻ͜ΕʹΑΓɺΫϩεΤϯτϩϐʔΑΓ΋ޮՌతʹϥϕϧ৘ใ Λ׆༻͢Δ͜ͱ͕Ͱ͖Δɻಉ͡Ϋϥεʹଐ͢Δ఺ͷΫϥελ͸ຒΊࠐΈۭؒ಺ͰҰॹʹҾͬுΒΕɺಉ࣌ʹҟͳΔΫϥ ε͔ΒͷαϯϓϧͷΫϥελ͸ԡ͠޿͛ΒΕΔɻ͜ΕʹՃ͑ͯɺେن໛ͳόοναΠζ΍ਖ਼نԽ͞ΕͨຒΊࠐΈͳͲͷ ॏཁͳཁૉΛར༻͢Δ͜ͱͰɺࣗݾڭࢣ͋ΓֶशʹޮՌ͕͋Δ͜ͱ͕ࣔ͞Ε͍ͯΔɻ3FT/FUͱ3FT/FUͷ྆ ํʹ͓͍ͯɺզʑ͸ΫϩεΤϯτϩϐʔΛҎ্΋্ճΓɺ"VUP"VHNFOUσʔλ֦ுΛ࢖༻͢Δख๏ͷதͰ ͱ͍͏৽͍͠εςʔτΦϒΞʔτͷ਺஋Λઃఆͨ͠ɻ·ͨɺ͜ͷଛࣦ͸ɺΩϟϦϒϨʔγϣϯͱਫ਼౓ͷ྆ํͷඪ४తͳ ϕϯνϚʔΫʹ͓͍ͯɺࣗવͳഁଛʹର͢Δϩόετੑʹ΋໌Β͔ͳར఺Λ͍ࣔͯ͠ΔɻΫϩεΤϯτϩϐʔͱൺֱ͠

    ͯɺզʑͷڭࢣ෇͖ରরଛࣦ͸ɺΦϓςΟϚΠβ΍σʔλ֦ுͳͲͷϋΠύʔύϥϝʔλઃఆʹରͯ͠ΑΓ҆ఆ͍ͯ͠ Δɻ ڭࢣ͋Γରൺֶश
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  34. ΫϩεΤϯτϩϐʔʹมΘΔ৽͍͠ଛࣦؔ਺ͷఏҊʁ

  35. ΫϩεΤϯτϩϐʔʹมΘΔ৽͍͠ଛࣦؔ਺ͷఏҊʁ ෼ྨλεΫͷͨΊͷ৽͍͠ࣄલֶशख๏ͷఏҊ

  36. B ෼ྨثͱಛ௃நग़ػΛಉ࣌ʹֶशͤ͞ΔͨΊʹ4PGUNBYϩεΛ࢖͏

  37. D ϥϕϧΛ࢖ͬͨ$POUSBTUJWFϩεͰಛ௃நग़ػΛࣄલֶश͠ౚ݁ɻ4PGUNBY $&-PTT͸෼ྨثͷֶश͚ͩʹ࢖͏ɻ

  38. C ϥϕϧ෇͚ͳ͠ʹ$POUSBTUJWFϩεͱσʔλ֦ுͰಛ௃දݱΛֶशͤ͞Δํ๏ɻ

  39. ϥϕϧΛ࢖Θͳ͍4FMGTVQFSWJTFEDPOUSBTUJWFMPTTͰ͸ɺ'BMTFOFHBUJWF ͳֶशσʔλΛ༩͑ͯ͠·͏ͨΊɺྑ͍ಛ௃දݱΛಘΒΕͳ͍ɻ

  40. ϥϕϧΛ࢖ͬͨTVQFSWJTFEDPOUSBTUJWFMPTTʹΑΓɺಉ͡Ϋϥε͸ผͷΫϥεͱରൺ ͞ΕΔɻಉ͡Ϋϥεͷը૾͸௿࣍ݩٿ໘ʢಛ௃දݱۭؒʣʹ͓͚ΔۙྡʹϚοϓ͞ΕΔɻ

  41. 4VQFSWJEFE$POUSBTUJWF-PTT ಉ͡Ϋϥεʹଐ͢Δσʔλʢσʔλ֦ுʹΑΔ΋ͷ΋ؚΉʣΛҾ͖دͤɺҟͳΔΫϥεʹଐ͢Δ σʔλΛԕ͚͟ΔΑ͏ͳੑ࣭Λ࣮ݱ͢Δؔ਺ͱͯ͠ఏҊ͞Ε͍ͯΔɻ

  42. େن໛ͳ516ΫϥελʔͰͳ͍ͱѻ͑ͳ͍Α͏ͳόοναΠζͰτϨʔχϯά͍ͯ͠Δɻ ͪΐͬͱख͕ग़ͤΔײ͡͸͠ͳ͍ɻPS[

  43. None

  44. ΦʔτΤϯίʔμʔωοτϫʔΫ͸ɺΤϯίʔμͱδΣωϨʔλͷϚοϓΛಉ࣌ʹֶश͢Δ͜ͱͰɺੜ੒ͱදݱͷಛੑ Λ૊Έ߹ΘͤΔ͜ͱΛ໨తͱͨ͠ɺڭࢣͳ͠ͷΞϓϩʔνͰ͋Δɻ޿͘ݚڀ͞Ε͍ͯΔ͕ɺ("/ͱಉ͡ੜ੒ྗΛ࣋ͭͷ ͔ɺ͋Δ͍͸ෳࡶͳදݱΛֶश͢Δͷ͔ɺͱ͍͏໰୊͸े෼ʹ͸ղܾ͞Ε͍ͯͳ͍ɻ͜ΕΒͷ໰୊ʹڞಉͰऔΓ૊Ή ΦʔτΤϯίʔμʔΛ঺հ͢Δɻ͜ΕΛզʑ͸ఢରతજࡏΦʔτΤϯίʔμʔʢ"-"&ʣͱݺͿɻ͜Ε͸ɺ࠷ۙͷ("/ ֶशखॱͷվྑΛ׆༻Ͱ͖ΔҰൠతͳΞʔΩςΫνϟͰ͋Δɻզʑ͸ͭͷΦʔτΤϯίʔμʔΛઃܭͨ͠ɿͭ͸ .-1ΤϯίʔμʔΛϕʔεʹͨ͠΋ͷͰɺ΋͏ͭ͸4UZMF("/δΣωϨʔλΛϕʔεʹͨ͠΋ͷͰɺզʑ͸ 4UZMF"-"&ͱݺΜͰ͍Δɻ྆ΞʔΩςΫνϟͷղ͖΄͙͠ಛੑΛݕূͨ͠ɻ4UZMF"-"&͸ɺYͷإը૾Λ 4UZMF("/ͱಉ౳ͷ඼࣭Ͱੜ੒Ͱ͖Δ͚ͩͰͳ͘ɺಉ͡ղ૾౓Ͱ࣮ը૾ʹج͍ͮͨإͷ࠶ߏ੒΍ૢ࡞΋ՄೳͰ͋Δ͜ͱ Λ͍ࣔͯ͠Δɻ͜ΕʹΑΓɺ"-"&͸δΣωϨʔλʔͷΈͷΞʔΩςΫνϟͷೳྗͱൺֱ͠ɺͦΕΛ௒͑Δ͜ͱ͕Ͱ͖ Δ࠷ॳͷΦʔτΤϯίʔμʔͱͳΔɻ

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  46. ੜ੒ث ( ࣝผث % [ JNH ਅآ 'ϊΠζ[Λજࡏۭؒ8ʹ͓͚ΔදݱТʹม׵͢Δؔ਺ (Т͔Βը૾Λੜ੒͢Δؔ਺ʢੜ੒ثʣ &ը૾Λજࡏۭؒ8ʹ͓͚Δදݱʹม׵͢Δؔ਺

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