Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Today was a Good Day: The Daily Life of Software Developers
Search
Hayato Maki
November 20, 2019
Research
0
38
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
42
論文紹介:Relaxed Softmax for PU Learning
hamaki
3
870
MIRU 2019 Lunch on Seminar
hamaki
1
190
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
130
Neural Activity During Sentence Processing as Reflected in Theta, Alpha, Beta, and Gamma Oscillations
hamaki
0
110
【ICML読み会】Unsupervised Deep Embedding for Clustering Analysis
hamaki
0
1.2k
Other Decks in Research
See All in Research
生成AIを用いたText to SQLの最前線
masatoto
1
2.2k
Prompt Tuning から Fine Tuning への移行時期推定
icoxfog417
17
7k
プロシェアリング白書2024_PROSHARING_REPORT_2024
circulation
0
620
DeepCrysTet: A Deep Learning Approach Using Tetrahedral Mesh for Predicting Properties of Crystalline Materials
tsurubee
0
370
Webスケールデータセットに対する実用的なポイズニング手法 / Poisoning Web-Scale Training Datasets is Practical
nttcom
0
120
第14回対話システムシンポジウム EMNLP 2023 参加報告
atsumoto
0
150
People Driven Transformation / 人が起点の、社会の変え方
dmattsun
0
150
動物倫理学ことはじめ:人間以外の動物との倫理的な付き合い方を考える
takeshit_m
0
290
Ground Metric Learning with applications in genomics
gpeyre
0
360
CVPR2023 EarthVision Workshopより衛星画像関連論文紹介 / Satellite Imaging Processing Papers in CVPR2023 EarthVision Workshop
nttcom
0
120
研究効率化Tips_2024 / Research Efficiency Tips 2024
ryo_nakamura
5
2.7k
東工大Swallowプロジェクトにおける大規模日本語Webコーパスの構築
aya_se
12
6.5k
Featured
See All Featured
A better future with KSS
kneath
231
16k
Music & Morning Musume
bryan
41
5.6k
Optimizing for Happiness
mojombo
370
69k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
78
42k
Done Done
chrislema
178
15k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
14
1.6k
Side Projects
sachag
451
41k
The Illustrated Children's Guide to Kubernetes
chrisshort
31
46k
Fontdeck: Realign not Redesign
paulrobertlloyd
76
4.9k
Designing for humans not robots
tammielis
248
25k
Debugging Ruby Performance
tmm1
70
11k
Optimising Largest Contentful Paint
csswizardry
8
2.4k
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