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
才能がなくても確実に学習するためのオレオレ学習法
Search
Yutaka Kinjo
April 23, 2016
Education
2.2k
2
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
才能がなくても確実に学習するためのオレオレ学習法
in [勉強勉強会]本当にいい結果を出す勉強法について考える会
Yutaka Kinjo
April 23, 2016
More Decks by Yutaka Kinjo
See All by Yutaka Kinjo
エンディングまで連れて行くプレイ体験 - unity 1 week 共有会 #7
yutakakinjyo
0
200
調査対象■■■山脈 - unity1week online 共有会 #2 -
yutakakinjyo
0
1k
無限跳躍 - unity1week online 共有会 -
yutakakinjyo
2
940
Structure of English
yutakakinjyo
1
130
自動化勉強会 vol.1
yutakakinjyo
1
94
github導入した話.pdf
yutakakinjyo
1
250
Haskell 始めました
yutakakinjyo
1
440
Other Decks in Education
See All in Education
良い塩梅を実現する、AWSネットワーク3分クッキング
masakiokuda
1
260
生成AI時代の情報発信
molmolken
0
130
Course Review - Lecture 13 - Next Generation User Interfaces (4018166FNR)
signer
PRO
0
2.3k
「機械学習と因果推論」入門 ③ 漸近効率な推定量と二重機械学習
masakat0
0
670
Liberalism's Last Man and Asia
vyadav
0
150
2026年度春学期 統計学 第5回 分布をまとめるー記述統計量(平均・分散など) (2026. 5. 7)
akiraasano
PRO
0
140
AWS Certified Generative AI Developer - Professional Beta 不合格体験記
amarelo_n24
1
330
2026年度春学期 統計学 第6回 データの関係を知る(1)ー 相関関係 (2026. 5. 14)
akiraasano
PRO
0
120
吉祥寺.pmは1つじゃない — 複数イベント並走運営の12年 —
magnolia
0
1.3k
プロポーザルを書く技術とアンチパターン/proposal-writing-and-antipatterns
moriyuya
13
3.4k
「機械学習と因果推論」入門① 因果効果とは
masakat0
0
1.9k
AIには考えられないことを考えられる人になるために
iqbocchi
1
150
Featured
See All Featured
Why Our Code Smells
bkeepers
PRO
340
58k
WENDY [Excerpt]
tessaabrams
11
38k
What's in a price? How to price your products and services
michaelherold
247
13k
The innovator’s Mindset - Leading Through an Era of Exponential Change - McGill University 2025
jdejongh
PRO
1
200
Claude Code のすすめ
schroneko
67
230k
Game over? The fight for quality and originality in the time of robots
wayneb77
1
200
Public Speaking Without Barfing On Your Shoes - THAT 2023
reverentgeek
1
420
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
190
How STYLIGHT went responsive
nonsquared
100
6.2k
The browser strikes back
jonoalderson
0
1.2k
Making the Leap to Tech Lead
cromwellryan
135
9.9k
Believing is Seeing
oripsolob
1
140
Transcript
࠽ೳ͕ͳͯ͘ ࣮֬ʹ ֶश͢ΔͨΊͷ ΦϨΦϨֶश๏ +BWB,ÛDIFษڧษڧձ :VUBLB,JOKP
ۚ༟ Ώ͔ͨ ࡀ גࣜձࣾ0$$ ϓϩάϥϚ ͨ·ʹ*5ߨࢣۀ 5XJUUFS!:VUBLB@,JOKZP ࠷ۙɺ৺ഏ͕ఀࢭͨ͜͠ͱ͕͋Γ·͢
Ͳ͏͍͏෩ʹษڧ͍ͯ͠·͔͢ʁ ܾ·ͬͨܕ͋Γ·͔͢ʁ
ͳΜͱͳ͘ؤு͍ͬͯΕ ͍͔͍ࣗͭ͢͝ਓʹͳΕΔͱ ࢥ͍ͬͯͨ࣌ظ͕ࢲʹ͋Γ·ͨ͠ɻ ࣗ ͍͢͝ਓ
ແཧͩͬͨʘ ?P? ʗ
ͳΜͱͳͬͯ͘Δͱ ͍͘ΒؤுͬͯḷΓ͚ͭͳ͍ ࠽ೳͷน͕͋Δͱײ͡·ͨ͠ɻ ࣗ ͍͢͝ਓ ✗
ແཧ ࢲʹ࠽ೳ͕ͳ͔ͬͨɻ ࢲಛผͰͳ͔ͬͨɻ ຐ๏ͷΑ͏ʹ͍͢͝ਓʹͳΕͳ͔ͬͨɻ ͍ͬͨΜ ఘΊ·ͨ͠ʂ
Ͱ࠽ೳ͕ͳͯ͘ ҰาઌͷࣗʹͳΒͳΕͦ͏ɻ ࣗ Ұาઌͷࣗ !
ͦΕΛ܁Γฦ͢ͱͦΕͬΆ͘ͳΕͦ͏ ࣮֬ʹҰาͣͭਐΉํ๏Λհ͠·͢ɻ ݱࡏ ݱࡏ ݱࡏ ɾɾɾ ݱࡏ O
ͦΕͬΆ͘ͳΔ
ֶशݶఆతͳͷͰͳͯ͘ɺ ܧଓՄೳͳϞσϧΛͬͯɺ श׳Խ͢Δ͜ͱͰޮՌΛൃش͢Δ
JOQVUPVUQVU جຊίϨ GFFECBDL
JOQVUPVUQVU جຊίϨ GFFECBDL ֎͔ΒใΛऔΓೖΕΔ
JOQVUPVUQVU جຊίϨ GFFECBDL ༰Λཧͯ͠දݱ͢Δ
JOQVUPVUQVU جຊίϨ GFFECBDL දݱͷ݁ՌΛJOQVUͱͯ͠ड͚औΔ
JOQVUPVUQVU جຊίϨ GFFECBDL ͜ͷαΠΫϧΛҙࣝ͢Δ
JOQVUPVUQVU ݚमͰ GFFECBDL ͜ͷαΠΫϧΛҙࣝ͢Δ
JOQVUPVUQVU ݚमͰ GFFECBDL ͜ͷαΠΫϧΛҙࣝ͢Δ ղઆ
JOQVUPVUQVU ݚमͰ GFFECBDL ͜ͷαΠΫϧΛҙࣝ͢Δ ԋश ղઆ
JOQVUPVUQVU ݚमͰ GFFECBDL ͜ͷαΠΫϧΛҙࣝ͢Δ ԋश ϨϏϡʔ ղઆ
JOQVUPVUQVU ݚमͰ GFFECBDL ͰͬͯͨΓ͠·͢! ղઆ ԋश ϨϏϡʔ
ࣗͰճͯ͠ΈΑ͏?Q?
*OQVU JOQVUPVUQVU GFFECBDL
*OQVUྔ
શ෦Θ͔Ε͜Θͳ͘ͳ͍ ͳʹ͔৽͍͜͠ͱΛֶश͠Α͏ͱ͢Δͱ͖ɺ ࣗͰମܥతʹJOQVUΛબΜͰֶश͢Δ͜ͱ͍͠ ߃ৗతʹใΛऔΓೖΕͯɺྔͰΧόʔ͢Δ
ॳΊ͍ͭ͢͝Β͍ Θ͔Βͳ͍ঢ়ଶͰ࣍ʑͱใΛೖΕΔͷͭΒ͍ զຫ͢Δ
ϥʔχϯάύλʔϯ /Pྔ࣭ΛੜΉ lେྔʹΠϯϓοτΛ͢Δͱ͍͏͜ ͱɺମͰ֮͑Δ /P ͱ͍͏ ͜ͱʹ͍ۙɻྔ࣭ΛੜΉͱ͍͏ܦ ݧʹ͓͍ͯɺࣗΒͷͷൃݟ /P Λײ͡Δ͜ͱ͕Ͱ͖Εɺ
࣍ͷֶͼͷϞνϕʔγϣϯʹͳ ΔͩΖ͏ɻz IUUQMFBSOJOHQBUUFSOTTGDLFJPBDKQ/PIUNM
/P·͔ͣͭΔ lߟ͔͑ͯΒಈ͘ͷͰͳ͘ɺಈ͖ ͷͳ͔Ͱߟ͑Δʢ/Pʣɻ͜Ε͕ɺ ·͔ͣͭΔͷجຊਫ਼ਆͰ͋Δɻ ৽͘͠ݚڀษڧΛ࢝ΊΔͱ͖ʹɺ ઌਓͨͪͷΓํΛ·ͶͿ͜ͱ͔Β ʢ/Pʣ࢝ΊɺڭΘΓ্खʹͳΔ ʢ/PʣͱΑ͍ɻ·ͨɺݚڀͷର ͷϑΟʔϧυʹඈͼࠐΉʢ/Pʣ ͜ͱͰɺݱͷΛഽͰײ͡Δ͜
ͱ͕Ͱ͖ΔͩΖ͏ɻz IUUQMFBSOJOHQBUUFSOTTGDLFJPBDKQ/PIUNM ϥʔχϯάύλʔϯ
࠷ॳɺͪΐͬͱΘ͔Βͳ͍͔Βͬͯ ͖͋ΒΊΜͳΑʂʂ Ͱ͖ΔͰ͖Δʂ
*OQVUͳ͠ʹ0VUQVUͰ͖ͳ͍ ͻΒΊ͖Ͳ͔͜Β͘Δͷ͔ʁ దͳൃͲ͔͜Β͘Δͷ͔ʁ ͦΕߟ͑Δࡐྉ͕͋Δ͔Βͦ͜ɻ ͕͑ग़ͤΔΑ͏ʹɺͨ͠ΓҾ͍ͨΓ͢Δλω͕ඞཁ ߟ͑Δ͚ͩͰɺྑ͍0VUQVUͰ͖ͳ͍
ࢀߟจݙ ͱ͍͍ͯຊͳͷͰΦεεϝͰ͢ɻ lΞΠσΞͱطଘͷཁૉͷ৽͍͠ Έ߹ΘͤҎ֎ͷԿͷͰͳ͍z ஶॻΞΠσΞͷͭ͘ΓํδΣʔϜεɾ8ɾϠϯά
ࢲͷ߹ JOQVU͢ΔͨΊʹɺৗతʹΑͬͯ͘Δͷ 5XJUUFS ͯͳϒοΫϚʔΫ 'BDFCPPL 2JJUB ຊ ࡶஊ
ࢲͷ߹ JOQVU͢ΔͨΊʹɺৗతʹΑͬͯ͘Δͷ 5XJUUFS ͯͳϒοΫϚʔΫ 'BDFCPPL 2JJUB ຊ ࡶஊ *5ۀքͷਓத৺ʹ ਓ
͙Β͍ϑΥϩʔͯ͠ ಈΛνΣοΫ "
ࢲͷ߹ JOQVU͢ΔͨΊʹɺৗతʹΑͬͯ͘Δͷ 5XJUUFS ͯͳϒοΫϚʔΫ 'BDFCPPL 2JJUB ຊ ࡶஊ ຊͳͲ֓Ͷɺ͕ࣗૂͬͨใΛಘΒΕΔɻ 5XJUUFSɺ
ҙࢥͱผͷಘΑ͏ͱ͠ͳ͍ใ͕ಘΒΕΔ͕࣌ ͋Δ lΒͳ͍ͱ͍͏͜ͱΛΒͳ͍zͱ͍͏ ແͷΛճආͰ͖Δɻ
CPPLNBSL CPPLT MJLF UFBN MJLF TUBS TUBS TUPDL
ͯͳϒοΫϚʔΫ ϒΫϩά 5XJUUFS 4MBDL 4MJEF4IBSF 4QFBLFS%FDL (JU)VC 2JJUB ͰΈͯΈΔ ࢲͷ߹͜Ε͘Β͍
0VUQVU JOQVUPVUQVU GFFECBDL
0VUQVU ͢ΔػձΛ ͚ͭ͜͡Δ
JOQVU͚ͩͰʹ͔ͭͳ͍ ࣌ؒޙͷهԱͷอ࣋ ಡΉ͚ͩ ͢ߦ͏ ͱݴΘΕ͍ͯͨΓ͢Δ ͰɺPVUQVU͢Δػձ͕ͳ͍͠ *OQVU͢Δཧ༝ͳ͍
కΊΓۦಈ ൃදۦಈ ߨࢣۦಈ ঝೝཉٻۦಈ ͚ͭ͜͡·͠ΐ͏
కΊΓۦಈ ൃදۦಈ ߨࢣۦಈ ঝೝཉٻۦಈ ͚ͭ͜͡·͠ΐ͏ ࣄจɺకΊΓ ͕ܾ·͍ͬͯΔ͜ͱΛͬͯ ແཧΓߦಈΛى͜͢
కΊΓۦಈ ൃදۦಈ ߨࢣۦಈ ঝೝཉٻۦಈ ͚ͭ͜͡·͠ΐ͏ ઌʹษڧձͷ ൃදΛਃ͠ࠐΜͰ ϞνϕʔγϣϯΛߴΊΔ
కΊΓۦಈ ൃදۦಈ ߨࢣۦಈ ঝೝཉٻۦಈ ͚ͭ͜͡·͠ΐ͏ ษڧͯ͠Δɺษڧ͍ͨ͠༰ ͷߨٛηϛφʔͷߨࢣΛ͢Δ
కΊΓۦಈ ൃදۦಈ ߨࢣۦಈ ঝೝཉٻۦಈ ͚ͭ͜͡·͠ΐ͏ ঝೝ͞Ε͍ͨʂ ͦΜͳࢥ͍ΛྐʹPVQVU͢Δ
None
ϒοΫϚʔΫ ϒοΫϚʔΫ ετοΫ
ϒοΫϚʔΫ ϒοΫϚʔΫ ετοΫ ͨ·ʹ όζΔͱ
ϒοΫϚʔΫ ϒοΫϚʔΫ ετοΫ ͋͊ʙ ؾ͍࣋ͪ͌ʙ?R?
ͱ͘ʹ0VUQVUΛҙࣝ͠ͳ͕Β *OQVU͢Δͱɺ ඞཁͳࡐྉ͕ଗ͍͑͢
͍ͭൃදۦಈͰੜ͖ͯΔͷͰɺ ৺ଁͱ·ͬͯ පӃͰ͕֮Ίͨ࣌ ʮ͋ɺ͜Εൃද͠Α͏ʯ ͱࢥ͍هͱͯ͠هΛຖ͚ͭͨ
ଞʹ*OQVUΛޮΑ͘ٵऩ͢Δํ ๏
͍ۙࣝΛҙࣝ͢Δ
Ϩηϓλʔ lܦݧʹجૅΛஔ͘ෳࡶͳࣝΛٵऩ͢Δʹɺ ৽͍͠ใ͕͍ΘͷϨηϓλʔ ड༰ମ ͱ ݁߹͢Δඞཁ͕͋ΔɻϨηϓλʔͱɺͦͷਓ ͷ͍ͬͯΔجຊతͳߟ͑ํࣝɺͦΕʹա ڈͷܦݧΛөͨ͠ਆܦߏͷ͜ͱͱߟ͑Ε ͍͍ɻϨηϓλʔ͕ͳ͚Εɺ৽͍͠ϝοηʔ δใͷߏʹऔΓࠐ·Εͣɺཧղෆೳ
ͳ͍͠ҙຯෆ໌ͳ··ʹͳͬͯ͠·͏ɻz ஶॻʮܦݧʯΛ͑Δٕज़υϩγʔɾϨφʔυ Υʔλʔɾεϫοϓ
Ώͬ͘ΓΔ
ֶशΏͬ͘ΓΔ l܇࿅৽͍͠ࣄΛɺϕςϥϯΑΓΔ͔ ʹΏͬ͘ΓΔ͜ͱʹΑͬͯ࿅श͢Δ͜ͱz lʮ͍ʯͱ͍͏ಛΛ͍ܽͨ܇࿅ֶश͠ ͳ͍ͨΊͷ࿅शz ΏͱΓͷ๏ଇτϜɾσϚϧί
JOQVUPVUQVU GFFECBDL GFFECBDL
GFFECBDL ΛऔΓʹߦ͘
0VUQVUͰ͖ͨΒGFFECBDLΛऔΓʹߦ͘ ֶΜͰ͍Δ༰͕ਖ਼͍͔͠Ͳ͏͔ධՁ͕ඞཁ ͦΕ͕ɺ৽ͨͳ*OQVUʹͳΔɻ ·ͨɺ ษڧͷํੑ͕ؒҧ͍ͬͯΔ߹ʹؾͨ͘Ίʹඞཁ
ྫ͑ɺڭՊॻͰֶΜͰɺΛղ͍ ͯɺ͑߹ΘͤΛ͢Δ͜ͱͰɺ͕ࣗ ཧղͰ͖͍ͯͯɺͦΕΛൃشͰ͖Δͷ ͔֬ೝͰ͖Δ
ࣄͰ͋ΕɺՌͰධՁ͢Δɻ ධՁ߲ʹ͍ͭͯΑ͘࿅Δඞཁ͕͋Δ
ωοτʹެ։
ωοτʹެ։ͯ͠ݟͯΒ͑Ε ଟগͷϑΟʔυόοΫ͕ಘΒΕΔ ೖӃͨ࣌͠ʹ อݥେࣄͱ͍͏Λެ։ɻ ରͯ͠ɺอݥ͍Βͳ͍Αͬͯҙݟ͋Γɺ ৽͍͠ؾ͖ͮɺࢹΛಘΒΕΔ IUUQCIBUFOBOFKQFOUSZXXXTMJEFTIBSFOFUZVUBLBLJOKZPIBDLFSTDBNQMF MU
ωοτʹެ։ͯ͠ݟͯΒ͑Ε ଟগͷϑΟʔυόοΫ͕ಘΒΕΔ (JUͷઆ໌Λͨ͠هࣄʹɺ ίϛοτηʔϒΑΓɺίϛοτೖߘ ͱදݱͨ͠΄͏͕͍͍ɻͱ͍͏༰ͷϑΟʔυόοΫ IUUQCIBUFOBOFKQFOUSZRJJUBDPN:VUBLBL*/+0 JUFNTDBCDDCFCGD
ωοτʹެ։ͯ͠ݟͯΒ͑Ε ଟগͷϑΟʔυόοΫ͕ಘΒΕΔ ͲͪΒ͔ͱ͍͏ͱɺωΨςΟϒͳίϝϯτ ͷํ͕وॏ ࣗͷ಄ΛΘͳͯ͘ɺΑΓྑ͍ํ๏͕ಘΒ ΕΔ߹͕͋Δɻ ใΛൃ৴͢Δͱ ใ͕ू·ΔՄೳੑ͕ग़ͯ͘Δ
ֶशڥ
ڭࡐ ֶशऀ ࢦಋऀ ಉ͡ڥʹ͍ Δ΄͔ͷֶशऀ ֶशͷαΠΫϧ͕݁Ͱ͖Δ యܕతͳֶशͷڥ ΏͱΓͷ๏ଇτϜɾσϚϧί
ڥ͕ͳ͍߹ʹษڧձͳͲΛ։࠵ ڭࡐ ֶशऀ ࢦಋऀ ಉ͡ڥʹ͍ Δ΄͔ͷֶशऀ ಉ͡ͷʹڵຯ͕͋Δਓಉ͕࢜ू·ͬͯɺ ޓׂ͍͕ΛՌͨ͢
·ͱΊ
ҎԼͷϞσϧΛҙࣝ͢Δ͜ͱͰ ࣮֬ʹֶश͘͢͠ͳΔ JOQVUPVUQVU GFFECBDL
ͦΕͧΕͷ ࣭͕ߴ͘ͳΔΑ͏ͳΛ͢Δͱ٢ JOQVUPVUQVU GFFECBDL
࣮֬ʹֶशͰ͖Ε ࣌ؒΛຯํʹͰ͖Δ ݱࡏ ݱࡏ ݱࡏ ɾɾɾ ݱࡏ O
ͦΕͬΆ͘ͳΔ ࣌ؒ
lখ͞ͳՌɺ୭ධՁͯ͘͠Εͳ͍ɻͩ ͔Βɺࣗͷ͍ͬͯΔ͜ͱ୭ΑΓࣗ ͕ධՁ͠ͳͯ͘ͳΒͳ͍z lͦͦߴ͍ϋʔυϧΛӽ͑Δ͜ͱత Ͱͳ͍ɻతͷϧʔϓΛ҆ఆͯ͠ ܧଓ͢Δ͜ͱʹ͋Δɻz l͕͍ͬͯΔํ๏ʮ৽͍͠ൃݟΛຖ ϝϞͯ͠ɺΛ֬ೝ͢Δʯͱ͍͏ ͷɻz
ࣹܸ͠ͳ͕Βલਐ͢Δ ͋ͳͨຖগͣͭ͠લ ਐΉඞཁ͕͋Δɻ͋ͳͨͷ ίʔυ͕·ͣͯ͘όάͩΒ ͚Ͱ୭΄͕͠Βͳͯ͘ ͡Όͳ͍ɻ͋ͳ͕ͨલ ਐΈଓ͚ΔͳΒɺίϯε λϯτʹίʔυΛॻ͖ɺό άΛ͠ଓ͚ΔͳΒɺ͕࣌ ͋ͳͨͷຯํͱͳΔɻ
+PIO3FTJH͕ߘͨ͠ 8SJUF$PEF&WFSZ%BZ IUUQTOPXMPOHIBUFOBCMPHDPNFOUSZ&"'& &"&#&#$&&&# #&'&&" ϧʔϧΛܾΊͯɺຖίʔυΛॻ͘ ʮຖίʔυΛॻ͘͜ͱʯຊޠ༁هࣄ IUUQFKPIOPSHCMPHXSJUFDPEFFWFSZEBZ
ࣗࢼͯ͠Έͨ ຖίʔυΛॻ͍ͯɺؒͰ࠳ ͦΕͰ͋ΔఔɺࣗͷதͰٕज़తͳϒϨΠΫεϧʔ ى͖ͨ
ଞਓͱࣗΛൺΔ ͱͭΒ͘ͳΔ ࣗ ͍͢͝ਓ
ൺΔͳΒɺաڈͷࣗࣗ ͍ͯͨ͠Β0, ݱࡏ ݱࡏ ݱࡏ ɾɾɾ ݱࡏ O
࣌ؒ
ܧଓ͍͚ͯ͠ɺ ͖ͬͱɺ͍͔ͭͦΕͬΆ͘ͳΔɻ ݱࡏ ݱࡏ ݱࡏ ɾɾɾ ݱࡏ O
ͦΕͬΆ͘ͳΔ ࣌ؒ
ֶशݶఆతͳͷͰͳͯ͘ɺ ܧଓՄೳͳϞσϧΛͬͯɺ श׳Խ͢Δ͜ͱͰޮՌΛൃش͢Δ