LLM とプロンプトエンジニアリング／チューターをビルドする / LLM and Prompt Engineering and Building Tutors

早稲田大学大学院経営管理研究科「プロンプトエンジニアリング ─ 生成AIの応用」2024 春の第1-2回で使用したスライドです。

Transcript

1. Generative, Volatile, Uncertain, Complex and Ambiguous — generated by Stable Diffusion XL v1.0 — AI 2024 1-2 LLM (WBS) 2024 1-2 LLM — 2024-04-15 – p.1/37
2. https://speakerdeck.com/ks91/collections/prompt-engineering-2024-spring 2024 1-2 LLM — 2024-04-15 – p.2/37
3. ( ) ( ) ( ) CSO (Chief Science Officer) 1993 ( ) 2006 ( ) SFC 23 P2P (Peer-to-Peer) 2011 ( ) 2018 2019 VR 2021.9 & VR 2022.3 2023 AI VR&RPG 2023.5 “Don’t Be So Serious” 2023 2024 AI( ) 2024 “ALOHA FROM HAWAII” → ( ) 2024 1-2 LLM — 2024-04-15 – p.3/37
4. Dropbox Dropbox ( ) ( ) ( ) 2024 1-2 LLM — 2024-04-15 – p.4/37
5. LLM ( ) GPTs 2024 1-2 LLM — 2024-04-15 – p.5/37
6. (LLM : Large Language Model) AI (AGI : Artificial General Intelligence) ( . . . ^^;) 2024 1-2 LLM — 2024-04-15 – p.6/37
7. ( ) LLM LLM LLM ⇒ 2024 1-2 LLM — 2024-04-15 – p.7/37
8. ( ) 1 4 15 LLM • 2 4 15 • 3 4 22 I 4 4 22 5 4 29 6 4 29 7 5 13 8 5 13 9 5 20 II 10 5 20 (1) 11 5 27 (2) 12 5 27 (3) 13 6 3 & 14 6 3 & W-IOI 2024 1-2 LLM — 2024-04-15 – p.8/37
9. ( 20 ) 1 • 2 • 3 Discord & • 4 5 6 RPG 7 “September 12th” 8 9 10 ∼ 11 Linux (Windows )(Mac ) 12 Open Interpreter ∼ 13 14 AGI (Artificial General Intelligence) 7 (5/6 ) / (2 ) OK / 2024 1-2 LLM — 2024-04-15 – p.9/37
10. . . . . . . ( ) ( 20 ×14 ) 2024 1-2 LLM — 2024-04-15 – p.10/37
11. (2 )(160 ) (10∼20 ) and/or I (60∼80 ) II (60∼80 ) 2024 1-2 LLM — 2024-04-15 – p.11/37
12. Moodle ( Q&A ) ( ) Discord ( ) ← ( ) 2024 1-2 LLM — 2024-04-15 – p.12/37
13. ( ) 2024 1-2 LLM — 2024-04-15 – p.13/37
14. OpenAI GPT-4 (Generative Pretrained Transformer 4) API (Application Programming Interface) Discord ( ) ( AIC ) /chat GPT-4 GPT ChatGPT (ChatGPT ) Discord GPT-4 GPT-4 ChatGPT Plus 2024 1-2 LLM — 2024-04-15 – p.14/37
15. Discord web 80 ( ) ( ) 2024 1-2 LLM — 2024-04-15 – p.15/37
16. LLM ( ) . . . ( ) 2024 1-2 LLM — 2024-04-15 – p.16/37
17. B. , , 1968 = ⇒ ( ) ( ) 2024 1-2 LLM — 2024-04-15 – p.17/37
18. : ⇒ = 30 . . . ( ) 30 ⇒ + LLM (2023 3 ) + LLM ( ) 2024 1-2 LLM — 2024-04-15 – p.18/37
19. m P(w1 , . . . , w m ) (Wikipedia) 1 (Wikipedia) : ( ) ← (Generative Pre-training) : ( ) ( ) https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/ 2024 1-2 LLM — 2024-04-15 – p.19/37
20. ChatGPT GPT ChatGPT GPT OpenAI (GPT-3.5, GPT-4) GPT Generative Pre-trained Transformer ( ) GPT ( ) GPT-3.5, GPT-4 2024 1-2 LLM — 2024-04-15 – p.20/37
21. GPT 2024 1-2 LLM — 2024-04-15 – p.21/37
22. ChatGPT ChatGPT ← LLM LLM → 200 ( ) 2024 1-2 LLM — 2024-04-15 – p.22/37
23. GPT 2024 1-2 LLM — 2024-04-15 – p.23/37
24. ( ) GPT 3 1. (GPT ) 2. ( ) 3. ( ) 3 (↑ 3. ) 3. (GPT ) 2024 1-2 LLM — 2024-04-15 – p.24/37
25. GPTs ( ) 2024 1-2 LLM — 2024-04-15 – p.25/37
26. GPTs ஫໨ʂ (GPT) ChatGPT 2024 1-2 LLM — 2024-04-15 – p.26/37
27. GPT ૑Ζ͏ͥ + GPT 2024 1-2 LLM — 2024-04-15 – p.27/37
28. ͬͪ͜Ͱ͸Ϗϧμʔͱର࿩͠ͳ͕Β ৽͍͠ (15 Λ૑Ε·͢ ͬͪ͜Ͱ͸৽͍͠ (15 Λࢼͤ·͢ ͲΜͳϓϩϯϓτʹͳ͍ͬͯΔ͔ΛݟͨΓ ࡉ͔͘मਖ਼ͨ͠Γઃఆͨ͠ΓͰ͖·͢ GPT 2024 1-2 LLM — 2024-04-15 – p.28/37
29. ( ) GPT 3 1. (GPT ) 2. ( ) 3. ( ) 3 (↑ 3. ) 3. (GPT ) 2024 1-2 LLM — 2024-04-15 – p.29/37
30. NEO NEO (CC-BY-SA 3.0) ( ) 2024 1-2 LLM — 2024-04-15 – p.30/37
31. ( ) Ϗϧμʔͱ࿩͢ εϨου ૬ஊ͢Δ ର࿩͢Δ ͪΐͬͱ ҧ͏ͳ ςΩετνϟϯωϧ ͔Β %JTDPSE
    ͔Βίϐʔͨ͠ ಺༰ΛϝϞாͰ ฤूͯ͠ ίϐϖ͢Δͱ Α͍͔΋ ˣ ߋ৽εϨου͔Β ςΩετνϟϯωϧ ͔Β ςΩετνϟϯωϧ ͔Β Α͠ࢼͯ͠ΈΑ͏ ॳճ
    
    DIBU DIBU ॳճ
     CVJME ߋ৽
    
    VQEBUF આ໌΍ ࢦࣔΛ ೖྗ͢Δ ΞγελϯτΛ࡞Γ ߋ৽͢ΔεϨου ΞγελϯτΛ ࢼ͢εϨου 2024 1-2 LLM — 2024-04-15 – p.31/37
32. 4 Discord Discord & 2024 1-2 LLM — 2024-04-15 – p.32/37
33. GPT-Discord Bot System ϝϯόʔ͕ॴଐ͢Δ૊৫ ϝϯόʔ େن໛ݴޠϞσϧ (15
    5VSCP ࢲͨͪͷ νʔϜ͕։ൃ εϨου ࢲ ࢲͨ ͨͪ ͪ νϟοταʔϏε %JTDPSE ϫʔΫεϖʔε %JTDPSE αʔόʔ PE νϟοτϘοτ HQUEJTDPSECPU ৗ࣌Քಇɾৗ࣌઀ଓͷ ԿΒ͔ͷϚγϯ ƅ˜ƅ ů ։࢝ Ξγελϯτ "1* εϥογϡίϚϯυ ᶃ ᶄ ᶅ ᶆ ᶇ ίϚϯυʹΑΔ੍ޚ Ξγελϯτͱͯ͠ର࿩ ಡΈग़͠ɾॻ͖ࠐΈ ର࿩ ର࿩ ର࿩ ର࿩ ʲΞγελϯτ "1*ʳ ɾΞγελϯτͷੜ੒ $ ɾऔಘ 3 ɾߋ৽ 6 ɾ࡟আ % ɾ
    0QFO"* εϨουͷੜ੒ɾॻ͖ࠐΈ ϝϯόʔ͸ɺίϚϯυΛ௨ͯ͠ ʮϏϧμʔΞγελϯτʯͱର࿩͠ͳ͕Β νϡʔλʔ Ξγελϯτ Λੜ੒ͨ͠Γɺ ੜ੒ࡁͷνϡʔλʔΛमਖ਼ͨ͠Γɺ νϡʔλʔΛݺͼग़ͯ͠ର࿩Ͱ͖·͢ɻ ʲίϚϯυҰཡʳ CVJME DIBU EFMFUF MJTU TIPX VQEBUF ʜ
    ΞγελϯτΛੜ੒ ʜ
    Ξγελϯτͱର࿩։࢝ ʜ
    ΞγελϯτΛ࡟আ ʜ
    ΞγελϯτҰཡ ʜ
    ΞγελϯτΛදࣔ ʜ
    ΞγελϯτΛमਖ਼ GPTs × ⇒ 2024 1-2 LLM — 2024-04-15 – p.33/37
34. code interpreter FILES ( OK) ( ) 2024 1-2 LLM — 2024-04-15 – p.34/37
35. 2024 1-2 LLM — 2024-04-15 – p.35/37
36. 1. (1) AI (2) 2024 4 18 ( ) 23:59 JST ( ) Waseda Moodle 2024 1-2 LLM — 2024-04-15 – p.36/37
37. 2024 1-2 LLM — 2024-04-15 – p.37/37