Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Speaker Deck
PRO
Sign in
Sign up for free
Today was a Good Day: The Daily Life of Software Developers
Hayato Maki
November 20, 2019
Research
0
8
Today was a Good Day: The Daily Life of Software Developers
Hayato Maki
November 20, 2019
Tweet
Share
More Decks by Hayato Maki
See All by Hayato Maki
Billion-scale Embedding for E-commerce Recommendation in Alibaba
hamaki
0
17
論文紹介:Relaxed Softmax for PU Learning
hamaki
3
700
MIRU 2019 Lunch on Seminar
hamaki
1
110
コーディネート整合性を考慮したカテゴリ間推薦
hamaki
0
1.1k
Regularization_The Element of Statical Learning
hamaki
0
110
Neural Activity During Sentence Processing as Reflected in Theta, Alpha, Beta, and Gamma Oscillations
hamaki
0
77
【ICML読み会】Unsupervised Deep Embedding for Clustering Analysis
hamaki
0
1.1k
Other Decks in Research
See All in Research
researchconf-cybozu-2022-05-28
satoyutosa
0
620
PLDI '21論文読み会: AKG: Automatic Kernel Generation for Neural Processing Units using Polyhedral Transformations
ideininc
0
840
第13回チャンピオンズミーティング・タウラス杯ラウンド2集計 / Umamusume Taurus 2022 Round2
kitachan_black
0
790
第12回チャンピオンズミーティング・アリエス杯ラウンド1集計 / Umamusume Aries 2022 Round1
kitachan_black
0
1.6k
再帰化への認知的転回/the-turn-to-recursive-system
monochromegane
0
200
音楽はAI×トークンで扱おう!
suzuqn
2
450
車両管理効率化・事故率抑制に向けた連携に関する3者連携協定
koshiba_noriaki
0
160
Stack-chanで始めるROS音声対話ロボット
yoshipon
1
290
AI最新論文読み会2022年4月
ailaboocu
1
380
企業研究者の生きる道 〜ネットワークエンジニアの場合〜
kikuzo
1
420
行政のオープンネスとフェアネスーデジタル庁でDXに取り組む 『民間採用人材』の視点からー
halsk
0
600
NFTの楽しみかた
shunichiro
1
220
Featured
See All Featured
Keith and Marios Guide to Fast Websites
keithpitt
404
21k
Code Review Best Practice
trishagee
44
9.7k
Learning to Love Humans: Emotional Interface Design
aarron
261
37k
Principles of Awesome APIs and How to Build Them.
keavy
113
15k
A Philosophy of Restraint
colly
192
15k
Bash Introduction
62gerente
598
210k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
236
1.1M
Mobile First: as difficult as doing things right
swwweet
213
7.6k
YesSQL, Process and Tooling at Scale
rocio
157
12k
How STYLIGHT went responsive
nonsquared
85
4k
Git: the NoSQL Database
bkeepers
PRO
415
59k
Documentation Writing (for coders)
carmenintech
48
2.6k
Transcript
None
എܠ 3 ઌߦݚڀʹΑΔͱɺ৬ʹର͢Δຬ͕ߴ͍ιϑτΣ Ξ։ൃऀ 4%& ɺੜ࢈తͰྑ͍ίʔυΛॻ͘ɻ 4%&ʹɺ։ൃҎ֎ʹ༷ʑͳࣄ͕͋Δɻ
4%&ʹͱͬͯɺྑ͍ͱͲΜͳͩΖ͏͔ɻ 4%&ʹͱͬͯɺయܕతͳͱͲΜͳͩΖ͏͔ɻ
ߩݙ 4 4%&ʹͱͬͯͷྑ͍ɺయܕతͳΛੳ͢ΔͨΊͷ֓ ೦ϑϨʔϜϫʔΫΛ࡞ͨ͠ɻ .JDSPTPGUͰϑϧλΠϜͰಇ͘4%&ɺਓ͔Βಘͨ ΤϯέʔτௐࠪΛͱʹੳΛߦͬͨɻ Կʹ࣌ؒΛ͍ͬͯΔͱ͍͏ੳΛͱʹɺྑ͍ɺయ
ܕతͳΛఆྔతʹੳͨ͠ɻ ྑ͍Λయܕతʹ͢ΔͨΊͷΞυόΠεΛ༩͑ͨɻ
3FTFBSDI2VFTUJPOT 5 4%&ʹྑ͍ɺయܕతͳͱײͤ͡͞ΔཁҼԿ͔ɻ ·ͨɺͦΕΒͲͷΑ͏ʹӨڹ͍ͯ͠Δ͔ɻ ྑ͍ɺయܕతͳʹɺ4%&ͲͷΑ͏ͳ࣌ؒͷ͍ํ Λ͍ͯ͠Δ͔ बۀʹͲΜͳछྨ͕͋ΓɺྨͰ͖Δ͔
ڠಇʢϛʔςΟϯάͳͲʣྑ͍ɺయܕతͳʹͲͷ Α͏ʹӨڹ͢Δ͔
ઌߦݚڀ 6 4%&͕ίʔσΟϯάʹඅͨ࣌ؒ͠ 1FSSZ `$PEJOH (PODBMWFT `$PEJOH $PMMBCPMBUJPO *OGPSNBUJPO
4FFLJOH "TUSPNTLJT `$PEJOHBUNPTU ։ൃελΠϧίʔσΟϯά࣌ؒͷఆٛɺܭଌ๏ɺௐࠪͷλΠϛϯάʹ ΑΔࠩҟ͕ੜ͍ͯ͡ΔՄೳੑ͋Γ ίʔσΟϯά࣌ؒͷܭଌɺΞϯέʔτɺ؍ɺ࡞ۀϩάͳͲ༷ʑ
ઌߦݚڀ 7 ੜ࢈ੑʹӨڹ͢ΔཁҼɿதஅɺϝʔϧ ৬ʹର͢ΔຬʹӨڹ͢Δཁɿ৺ཧతͳঢ়ଶɺࣄͷָ͠͞ ຊݚڀɺશൠతͳຬͰͳ͘ࡢʹ͍ͭͯ๚Ͷ͍ͯΔ͕ઌߦݚ ڀͱҟͳΔ
ۈʹҹʹӨڹ͢ΔཁҼ w ͦͷ͕ͲΕ͘Β͍యܕత͔ w ઌߦݚڀͷؒͰໃ६ͨ݁͠Ռ͕ಘΒΕ͍ͯΔɻϧʔνϯϫʔΫ͕ଟ͍ ͱྑ͍ѱ͍
༧උ࣮ݧ 8 ຊ࣮ݧͰ༻͍ΔΞϯέʔτΛ࡞͢Δࡍͷࢀߟʹ͢ΔͨΊ ༷ʑͳ৬Ґͷ4%&ʹରͯ͠ແ࡞ҝʹίϯλΫτΛͱΓɺͷΠϯλʔ ωοτΛ࣮ࢪ લʢલճͷۈʣʹ͍ͭͯɺԿΛͲΕ͘Β͍࣌ؒߦ͔ͬͨਘͶͨ &ϝʔϧΧϨϯμʔΛ֬ೝ͠ͳ͕Β͑ͯΒͬͨɻ ৽ͨͳ͕ݟΒΕͳ͘ͳΔ·ͰඃݧऀΛՃɻ̓ਓͰऩଋ͕ͨ͠ɺ̍̌ ਓ·ͰՃͨ͠ɻ
ຊ࣮ݧΞϯέʔτͷߏ 9 ॴଐνʔϜɺ৬Ґɺ։ൃܦݧʹ͍ͭͯਘͶΔ ׆ಈͷϦετΛݟͤɺͦΕͧΕʹରͯ͠લʹͲΕ͘Β͍࣌ؒΛͬͨ ͔ਘͶΔɻϦετʹແ͍׆ಈΛͨ͠߹ࣗ༝هड़ લͷҹʹ͍ͭͯɺʮྑ͍ɾྑ͘ͳ͍ʯɺʮయܕతͳɾయܕత Ͱͳ͍ʯͷͲͪΒ͔ΛͦΕͧΕબΜͰΒ͏ ͦͷଞͷ࣭܈ɻલʹԿճதஅ͞Ε͔ͨɺෆཁͳϛʔςΟϯά͍͘ ͔ͭ͋ͬͨɺɻΞϯέʔτͷճ࣌ؒΛগͳ͘͢ΔͨΊɺͲͷ࣭ ඃݧऀͷˋ͔ΒճΛಘΒΕΔΑ͏ϥϯμϜʹදࣔͨ͠ɻ
ॴཁ࣌ؒͷதԝ ΧϨϯμʔɺϝʔϧɺࢽͳͲΛݟͳ͕Βճ͢ΔΑ͏ʹଅͨ͠
Ξϯέʔτͷૹ 10 ςετࢼߦͱͯ͠ɺ໊ʹΞϯέʔτΛૹ ܰඍͳมߋΛՃ͑ɺਓʹରͯ͠ΞϯέʔτΛૹ िʹਓͣͭɺϲ݄ʹΘͨͬͯૹ ճҎ্ड͚औΔ͜ͱ͋Γ͏Δ ࣮ࡍʹͷඃݧऀ͕ճҎ্ड৴ ɻ
Ξϯέʔτಗ໊ͰճՄೳ͕ͩɺͷඃݧऀ͕ݦ໊Ͱճ ेͳݕఆྗΛಘΔͨΊʹඞཁͳඃݧऀ໊ ݸͷճΛಘͨʢճɿʣɻ ճऀͷ৬ҐδϡχΞɿγχΞʹɿ ։ൃܦݧͷฏۉʢ NJO NBYʣ
ࣗ༝ճͷੳ 11 (SBOUFE5IFPSZʹج͍ͮͯੳ ࣭తௐࠪͰ͔ͭΘΕΔͷ ख࡞ۀͰճΛྨ͍ͯ͘͠Α͏ͳΠϝʔδ
݁Ռɿ࣭తੳ
݁Ռɿྑ͍ɾѱ͍ 13 ؆୯ͷͨΊɺʮྑ͍ʯҎ֎ͷճΛѱ͍ͱදه ݸͷҼࢠɺݸͷߴϨϕϧҼࢠΛಛఆ ճͷׂ߹(PPE#BE
7BMVF$SFBUJPO Ձ 14 ਐḿΛͩ͢ ίʔσΟϯάʹऔΓΉ ҙٛͷ͋ΔࣄΛ͢Δ
ݐઃతͳٞ ϛʔςΟϯάඞͣ͠ѱ͍ҹͰແ͍ ৽͍͜͠ͱΛֶͿɻ ଞਓΛॿ͚Δ ͕࣌ؒଟ͗͢Δͱѱҹʹస͡Δ
&⒏DJFOU6TFPG5JNF ༗ޮͳ࣌ؒͷ͍ํ 15 ظɾܭը௨ΓʹਐΉ ۓٸରԠѱҹΛ༩͑Δ ूதͯ͠ಇ͚Δ ಉ྅ʹΑΔΠϯλϥϓτɺڥϊΠζɺ։์తͳΦ ϑΟεڥѱҹɻ
͗͢ΔϛʔςΟϯάɻҰ͕ϛʔςΟϯάͰΊ ΒΕΔͱѱҹ
1FSDFQUJPO ֮ 16 ੜ࢈ੑʹର͢Δҹɺͦͷͷؾ కΊΓ͔Β͘ΔϓϨογϟʔ ۀ
17 యܕඇయܕత ׆ಈͦͷͷͰͳ͘ɺ࣌ؒͷ͍ํ ʹؔ͢Δظͱݱ࣮ͷΪϟοϓ͕ೝࣝ ʹେ͖͘Өڹ͍ͯ͠Δ ֎ଆͷ࢛͕֯ଆͷ࢛֯ʹӨڹ͢Δ ݁Ռɿయܕతͳ͔
18 ઃܭϑΣʔζ͔ɺίʔσΟϯάϑΣʔ ζ͔ 1SPKFDU1IBTF ϓϩδΣΫτͷఔ
19 /PNFFUJOHEBZɻΑ͘ײँ͞Ε͍ͯΔ ༵ 5ZQFPG8PSLEBZ ۈͷछྨ
20 ϛʔςΟϯάɺΠϯϑϥࣄɺτϨʔχϯά &YUFSOBM ֎෦ཁҼ Ͳ͜Ͱಇ͍͔ͨ -PDBUJPO ͍ͭͱҧ͏λεΫΛ͍ͯ͠Δ .BJO8PSL5BTL 1FSTPOBM ݸਓతͳࣄ
݁Ռɿྔతੳ
ྔతղੳ 22 యܕతͳɺͦ͏Ͱͳ͍ΑΓ౷ܭతʹ༏Ґʹ ྑ͍ʹͳΓ͍͢
ྔతղੳ 23 ҰฏۉͰ࣌ؒࠓಇ͍͍ͯΔʢɺฏۉ͕ٳܜʣ ྑ͍ɺయܕతͳ։ൃؔʹ͕͍ͬͨ࣌ؒ ίʔσΟϯάʹ͏࣌ؒɺ͍͍ͩͨલޙ
ۈͷΫϥελϦϯά 24
ۈͷΫϥελϦϯά 25 5FTUJOH%BZճ্࠷యܕతɻ̎൪ʹྑ͍ɻδϡχΞΫϥεͷ։ൃऀ͕ଟ͍ #VHpYJOH%BZδϡχΞΫϥεͷ։ൃऀ͕ଟ͍ $PEJOH%BZ࠷ྑ͍ɺ͔ͭओ؍తʹ࠷యܕత $PMMBCPSBUJPO%BZϝʔϧɺΠϯλϥϓγϣϯɺखॿ͚͕ଟ͍ɻγχΞ։ൃऀ͕ଟ͍ɻ .FFUJOH%BZϛʔςΟϯάͷɻฏۉͯ࣌ؒ͠Ҏ্
γχΞ։ൃऀ͕ଟ͍ɻ7BSJPVT%BZҎ֎Ͱ࠷ѱ͍ɻ 7BSJPVT%BZͦͷଞͷɻͬͱྫ֎తɻ
ϛʔςΟϯάͱதஅ 26 ෆඞཁɺ͍ϛʔςΟϯάۈͷҹΛѱԽͤ͞Δ ྑ͍ͱײ͡ΒΕͨͰ͢Βɺ༗ҙٛͳϛʔςΟϯάͱײ͡ΒΕׂͨ߹ׂڧ
ʮྑ͍ʯΛ૿͢ 27 ҰൠతʹɺதஅɾϛʔςΟϯάɾࣄ࡞ۀɾΠϯϑϥෆௐΛ࠷খݶʹ͢Δ͖ ։ൃΛओʹ୲͍ͯ͠ΔδϡχΞΫϥεͷ4%&ʹͱͬͯಛʹॏཁ ࠷ۙྲྀߦͷ։์తͳΦϑΟεͰͳ͘ɺਓͷಉ྅ͱγΣΞ͞ΕΔখ͍͞ΦϑΟε͕· ͍͠ɻ ࣗۈΛೝΊΔɻ/PONFFUJOH%BZΛ࡞ΔɻϛʔςΟϯάΛҰʹ·ͱΊΔɻ
ΤΩεύʔτൃݟɺࣝڞ༗ɺޮతͳϝʔϧγεςϜʹΑͬͯதஅΛ࠷খݶʹ͢Δɻ యܕతͳΛྑ͘͢Δ యܕతͰͳ͍Λྑ͘͢Δ
ࣄऀҙࣝूதͱڠۀͷؔ 28 ݸਓͷࣄ74νʔϜͷࣄͷϛʔςΟϯάτϨʔυΦϑ ίʔσΟϯάϑΣʔζʹ͓͚ΔϛʔςΟϯάɾதஅҹΛѱ͘͢Δ ઃܭϑΣʔζʹ͓͚ΔɾதஅҹΛྑ͘͢Δ ৬Ґ্͕͕Δ΄Ͳڠۀͷҹ͕ྑ͘ͳΔ ڠۀͷՁΛߴ͘͢Δ
ධՁγεςϜͷதʹɺଞͷνʔϜɾϓϩδΣΫτʢ044ؚΉʣΛॿ͚Δ͜ͱΛؚΊΔɻ ্࢘Ҏ֎͔ΒධՁ͞ΕΔγεςϜʹ͢Δɻ ϐΞɾϘʔφεΛ׆༻͢Δɻ ࣄऀҙࣝΛײͤ͡͞Δ͜ͱ͕ॏཁɻظɾܭըͱݱ࣮ͷဃΛখ͘͢͞Δɻ ֎෦ཁҼʢϛʔςΟϯάɺதஅʣͷίϯτϩʔϧ͕ॏཁɻ
݁ 29 ֎ཚཁҼΛ࠷খݶʹͯ͠ɺࣄऀҙࣝΛ࣋ͨͤΔ͜ͱ͕ॏཁɻ ܭըɾظ௨ΓʹਐΉͱҹ͕ྑ͘ͳΔ ίʔσΟϯάͷ࣌ؒΛ͘औΓɺதஅϛʔςΟϯά͕গͳ͍ͱ৬ʹ ର͢Δҹ͕ྑ͘ͳΔ ϛʔςΟϯάͷҹɺ։ൃͷϑΣʔζʹΑͬͯมΘΔ
ઃܭϑΣʔζͷϛʔςΟϯάΉ͠ΖҹΛྑ͘͢Δ