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
第36回アソビワークショップ / session-36 Asobi-Workshop
Search
Loochs.org
October 17, 2021
Education
430
0
Share
第36回アソビワークショップ / session-36 Asobi-Workshop
Loochs.org
October 17, 2021
More Decks by Loochs.org
See All by Loochs.org
memepick story / 「思いつき」が2日でアプリになった話
loochsorg
0
38
ルークス2025年度活動成果レポート
loochsorg
0
29
ルークスの事業計画概要 / Loochs Business Plan Overview
loochsorg
0
91
R7年度プログラミング講座のサンプルプログラム/R7-programming-seminar-sample-program-20250727
loochsorg
0
24
ラズベリーパイをもっと働かせよう / Make Raspberrypi hard work more
loochsorg
0
14
R7年度プログラミング講座のサンプルプログラム/R7-programming-seminar-sample-program
loochsorg
0
55
Nakamura Shogakko Club Activity Session 4
loochsorg
0
220
Nakamura Shogakko Club Activity Session 3
loochsorg
0
66
第42回アソビワークショップ / session-42 Asobi-Workshop
loochsorg
0
430
Other Decks in Education
See All in Education
「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
580
勾配ブースティングと決定木の話 / gradient boosting and decision trees
kaityo256
PRO
6
1.1k
Liberalism's Last Man and Asia
vyadav
0
110
Measuring what matters
jonoalderson
0
280
0318
cbtlibrary
0
110
SARA Annual Report 2025-26
sara2023
1
330
応募課題(’25広島)
forget1900
0
1.3k
The Art & Science of Elearning
tmiket
1
190
2026年度春学期 統計学 第3回 クロス集計と感度・特異度,データの可視化 (2026. 4. 23)
akiraasano
PRO
0
110
0415
cbtlibrary
0
150
OSINT入門-CTF for GIRLS_SECCON14電脳会議
nomizone
1
1.4k
2026年度春学期 統計学 講義の進め方と成績評価について (2026. 4. 9)
akiraasano
PRO
0
140
Featured
See All Featured
Google's AI Overviews - The New Search
badams
0
1k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
aleyda
1
1.2k
Jess Joyce - The Pitfalls of Following Frameworks
techseoconnect
PRO
1
140
Art, The Web, and Tiny UX
lynnandtonic
304
21k
Why Your Marketing Sucks and What You Can Do About It - Sophie Logan
marketingsoph
0
140
Designing Powerful Visuals for Engaging Learning
tmiket
1
360
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
38
2.8k
Ecommerce SEO: The Keys for Success Now & Beyond - #SERPConf2024
aleyda
1
2k
Agile Actions for Facilitating Distributed Teams - ADO2019
mkilby
0
180
Improving Core Web Vitals using Speculation Rules API
sergeychernyshev
21
1.5k
Producing Creativity
orderedlist
PRO
348
40k
Visual Storytelling: How to be a Superhuman Communicator
reverentgeek
2
530
Transcript
ୈճ ΞιϏϫʔΫγϣοϓ d!ϦϞʔτ
ຊͷࢿྉҎԼͷϦϯΫઌ͔Β IUUQTTQFBLFSEFDLDPNMPPDITPSH
ʮϧʔΫεʯͬͯͳΜ͚ͩͬ w ϧʔΫεʢ-PPDITʣٯ͔ΒಡΉͱεΫʔϧʢ4DIPPMʣʹͳΔ w ʮֶͦͦߍͬͯͳΜ͚ͩͬʁʯˡΈΜͳͬͯΔʁ w FHʮษڧΛ͢Δͱ͜ΖͰ͢ʯˡຊʹͦ͏ʁ w ϧʔΫεʮֶߍͱԿ͔ʯΛߟ͑͜Ε͔ΒͷֶߍΛ࡞Δ৫ w
ͦͦʮֶߍ͍Βͳ͍આʯ͋ΓಘΔ
ΞιϏϫʔΫγϣοϓʹ͍ͭͯ w ΈΜͳ͕Γ͍ͨ͜ͱͷ୳ٻɾ࣮ݱΛࢧԉͰ͖ΔΛ࡞Γ͍ͨ w ͦͷதͷʮ༡ͼʯ͔ΒʮֶͼʯΛײͯ͡΄͍͠ w αϙʔτ͢ΔզʑେਓઈࢍʮֶͼʯதͰ͢ w ϓϩάϥϛϯάͦͷதͷखஈͷҰͭͰ͔͋͠Γ·ͤΜ
ʮ༡ͼʯͷཁૉ w 3ɾΧΠϤϫɹʮ༡ͼͱਓؒʯʢ͜͜Ͱʮ༡ͼͷ̐ྨʯͱ͍ͯ͠Δʣ w େਓʮ༡ͼʯ˺ʮڝ૪ʯͱצҧ͍͕ͪ͠ͳؾ͕͍ͯ͠Δ ڝ૪ ʢَͬ͜͝ɹͱ͔ʣ ۮવ ʢαΠίϩɹͱ͔ʣ ٖଶ
ʢਅࣅͬ͜ɹͱ͔ʣ Ί·͍ ʢάϧάϧόοτɹͱ͔ʣ ϑΝογϣϯγϣʔ ๅ୳͠ήʔϜ νΩϯϨʔε
ϧʔΫε͕͍ͩ͡ʹ͍ͯ͠Δ͜ͱ ΰʔϧ ΰʔϧ ;ͭʔͷେਓ͕͍ͨͪͩ͡ʹ͢Δ͜ͱ ϧʔΫε͕͍ͩ͡ʹ͢Δ͜ͱ
ࠓͷࣾձͷԿʁ Ͳ͏ͨ͠Βྑ͘ͳΔʁʁ w w ϧʔΫεࠓͷֶߍڭҭγεςϜ ʮෆࣗ༝ͰෆެฏͰ࣌Εʯͩͱࢥͬͯ·͢ w ͜ΕγεςϜͦͷͷ͕Ͱ͋Γʮઌੜ͕ʙʯͱ
͔ʮੜె͕ʙʯͳͲͱ͍͏ͭΓҰ͋Γ·ͤΜ w ΞΠσΟΞ w ͦͷͨΊʹʮࣗ༝ͰެฏͰ࠷ઌͳʯֶͼͷΛ ఏڙ͠·͢ʢΞιϏϫʔΫγϣοϓʣ ͱΞΠσΟΞ ύζϧʹࣅ͍ͯΔ ΞΠσΟΞ ֶߍڭҭγεςϜ ʮෆࣗ༝ͰෆެฏͰ࣌Εʯ ΞιϏϫʔΫγϣοϓ
ࣗݾհᶃ w Ωονʔʢ!LJDIJOPTVLFZʣ w ݪ٢೭ॿʢ;͘Β͖ͪͷ͚͢ʣ w )VNJE ࣪ ͕͘Β͍ʹͳΔͱʮס͍͍ͯΔʯΒ ͍͠
·ʔ͘Μɹࣗݾհ ࣸਅ ໊લ ɿ ٶాɹਅߦʢΈͨɹ·͞Ώ͖ʣ ग़ ɿ Ἒݝͻͨͪͳ͔ࢢ ࣄ ɿ
ࣗಈंͷاըʢ͓ۚͷܭࢉʣ झຯ ɿ ిࢠ࡞ɺɺϓϩάϥϛϯά ΩϟϯϓɺΓɺຍ ϋϚ͍ͬͯΔ͜ͱ ϐΞϊʢઍຊࡩʣɺڕࡹ͖ before after
͋ΒͨͳΞΠσΟΞͧͧ͘͘ͱ
ຊΛ࡞Γ͍ͨʁ
ςϨϏΛΊʹ͠Α͏ʂ Ωονʔ ϦϛοΫεͨ͠ͷͰݟͯͶ
͡Ίʹ͓ئ͍͕͋Γ·ͯ͠ɾɾɾ w ʮ͜ΕͳΒϒϩάʹ্͛ͯྑ͍Αʯͱ͍͏ΠϕϯτதͷࣸਅΛຕɺఏڙͯ͠ ͍͚ͨͩΔͱͱʔͬͯॿ͔Γ·͢ʢࣸਅ͕ͳ͍ͱϒϩά࡞͕͍͠ʣ w ϫʔΫγϣοϓୈճΞιϏϫʔΫγϣοϓʹ(PPHMFϑΥτϦϯΫ͕͋Γ ·͢
ࠓΓ͍ͨ͜ͱ w "*ΛΊΜ΅͏Ͱͭ͘Δˠ"*ΛͱͩͪɾՈʹઆ໌Ͱ͖ΔΑ͏ʹͳΔ w ໘ന͔ͬͨΒୈೋճΔ w ΫϦεϚεΞΫηαϦʔͮ͘Γاըฤ
"*ͱʁ
"SUJGJDJBM*OUFMMJHFODF ਓೳʢ͡Μ͜͏ͪͷ͏ʣ
"*Λ࡞Δʁ w "*ʹʮษڧʯͤ͞Δͷ͕ΈΜͳͷ w Ͳͷ͘Β͍গͳ͍ษڧͰΛղ͚Δ"*Λ࡞ΕΔͷ͔ʁ w "*͕͑Λग़͢͜ͱΑΓɺ"*͕ͲͷΑ͏ʹษڧ͍ͯ͘͠ͷ͔Λ؍͢Δ͜ͱͷํ͕େࣄ "*Λͭ͘Δ ษڧͤ͞Δ ςετͤ͞Δ
ͱΓ͋͑ͣ࡞ͬͯΈΔ w Ոͷ࿈ܞ͕େࣄͰ͢ w ֶशɿ"*ʹษڧͤ͞·͢ w ΊΜ΅͏Λಈ͔͠·͢ w νΣοΫɿ"*͕ਖ਼͘͠ษڧͰ͖ͯΔ͔֬ೝ͠·͢ w
εϓϨουγʔτ ("OPUFTYYYYMTY ʹ݁ՌΛه͠·͢ w αΠίϩʢ("EJDFYYYYMTYʣΛճ͠·͢
̏Λ"*ʹղ͔ͤΔ w ୈҰɿͤΜ͍εφοΫ՛ࢠͷʮαϥμຯʯͱɺԿͷຯͷ͜ͱʁ w αϥοͱͨ͠ຯαϥμ༉ຯάϦʔϯαϥμຯ w ୈೋɿୈೋɿϋΠώʔϧ͕ੜ·Εͨॳͷతʁ w ٭Λࡉ͘ݟͤΔ͜ͱԚʹ৮Εͳ͍Α͏ʹ͢Δ͜ͱεςοϓΛ౿ΜͰԻΛग़͢͜ͱ w
ୈࡾɿ࣍ͷ͏ͪΒͳ͍ͷʁ w ίϯιϝωΪϋνϛπ
̏Λ"*ʹղ͔ͤΔ w ୈҰɿͤΜ͍εφοΫ՛ࢠͷʮαϥμຯʯͱɺԿͷຯͷ͜ͱʁ w αϥοͱͨ͠ຯαϥμ༉ຯάϦʔϯαϥμຯ w ୈೋɿୈೋɿϋΠώʔϧ͕ੜ·Εͨॳͷతʁ w ٭Λࡉ͘ݟͤΔ͜ͱԚʹ৮Εͳ͍Α͏ʹ͢Δ͜ͱεςοϓΛ౿ΜͰԻΛग़͢͜ͱ w
ୈࡾɿ࣍ͷ͏ͪΒͳ͍ͷʁ w ίϯιϝωΪϋνϛπ
("ͱʁ
(FOFUJD"MHPSJUIN Ҩతʢ͍ͰΜ͖ͯʣΞϧΰ ϦζϜ
ҨతͬͯͳΜͧʁ w ʮ͔Βࢠͱܗ࣭͕ΘΔͱ͍͏ݱͷ͜ͱͰ͋Γɾɾɾʯ w 8JLJQFEJBҨ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ަ伹ʢ͜͏͞ʣ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ࢠ
ަ伹ʢ͜͏͞ʣ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ࢠ
ަ伹ʢ͜͏͞ʣ ΊͪΌΔ ΊͪΌฉ͑͜Δ ;ͭ͏ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ࢠ
ަ伹ʢ͜͏͞ʣ ΊͪΌΔ ΊͪΌฉ͑͜Δ ;ͭ͏ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ มҟʢΜ͍ʣ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ࢠ
ަ伹ʢ͜͏͞ʣ มҟʢΜ͍ʣ ΊͪΌΔ ΊͪΌฉ͑͜Δ ;ͭ͏ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ౫ଡʢͱ͏ͨʣ
Ҩ ΊͪΌΔ ΊͪΌฉ͑͜Δ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ࢠ
ަ伹ʢ͜͏͞ʣ มҟʢΜ͍ʣ ΊͪΌΔ ΊͪΌฉ͑͜Δ ;ͭ͏ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ݟ͑Δʂ ͋Μ·ݟ͑Μ ͔ΜΜ ͯ͘͠Ε ͦΜͳฉ͑͜Μ ౫ଡʢͱ͏ͨʣ ࣍ͷੈ
ҨతͬͯͳΜͧʁ
IUUQTTQFBLFSEFDLDPNLTXIBUJDBOOPUDSFBUFJEPOPUVOEFSTUBOE TMJEF
"*Λཧղͯ͠·͔͢ʁ ʢ˺ࣗͰ࡞Ε·͔͢ʁʣ
Ԡ༻ฤ "*ͷΧϨʔϨγϐ
ΧϨʔϨγϐ w ୈҰɿڇԁܲԁେ౾ԁ w ୈೋɿߴڃΧϨʔϧʔԁόʔϞϯτΧϨʔԁΧϨʔ;Γ ͔͚ԁ w ୈࡾɿ੨࢈Ϧϯΰδϡʔεԁഴԁਫԁ
ྑ͍"*ʹԿ͕ͻͭΑ͏͔ʁ w ࠓͭͬͨ͘"*ળѱͷஅɺՃݮΛΒͳ͍ͪΌΜΈ͍ͨͳͷ w ͦͷͪΌΜΛҭͯΔ୭ʹ͋Δʁ w ͱ͍͏͔͜ͷͪΌΜʹڭ͑ΔͷେมͰʁ w ੈͷதͰͲ͏ͬͯڭ͍͑ͯΔ͔ͱ͍͏ͱɾɾɾʁ
ΫϦεϚεΞΫηαϦʔͮ͘Γ اըฤ
ͩΕͷΞΠσΟΞʁ
ୈճΞιϏϫʔΫγϣοϓ ݄!ϦϞʔτ ͦ͏͍͑ ৽͍͠ΩϟϥΫλʔʁ
None