AIエンジニアへの道

2023/9/15 大分県立情報科学高校 AIテクノロジー科

Transcript

1. ɹגࣜձࣾΦʔΠʔγʔɹएྛɹྒ "*ΤϯδχΞ΁ͷಓ ⡋ OEC Co. Ltd. 2023
2. ձࣾ঺հ ⡋ OEC Co. Ltd. 2023 Πϝʔδ
3. ⡋ OEC Co. Ltd. 2023
4. ࣗݾ঺հ ⡋ OEC Co. Ltd. 2023
5. एྛɹྒ • גࣜձࣾΦʔΠʔγʔ
 DXਪਐ෦ ݉ ܦӦઓུࣨ ݉ ܦӦ؅ཧ෦
 AI ΤϯδχΞ γχΞɾςΫχΧϧɾΦϑΟαʔ • גࣜձࣾΦʔΫωοτɾΞΠϏʔΤεʹͯ
 AIɾΫϥ΢υ౳ɺઌ୺γεςϜ։ൃ ⡋ OEC Co. Ltd. 2023
6. • ๺۝भࢢཱେֶɹࢁ࡚ਐ।ڭत
 Ӵ੕σʔλʹΑΔ౔࠭ࡂ֐ͷݕग़ • ւ֎ߨԋ
 ElixirConf EU 2023 ⡋ OEC Co. Ltd. 2023
7. ࠓ೔఻͍͑ͨ͜ͱ ⡋ OEC Co. Ltd. 2023
8. ͳΜͰ΋΍ͬͯΈͯ ࣗ෼ʹ߹ͬͨಓΛݟ͚ͭΑ͏ ⡋ OEC Co. Ltd. 2023
9. ⡋ OEC Co. Ltd. 2023 AIΤϯδχΞͱ͸
10. ChatGPT ʹฉ͍ͯΈͨ ⡋ OEC Co. Ltd. 2023
11. ⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ͸ɺਓ޻஌ೳʢAIʣͷ։ൃ΍࣮૷ʹؔ༩͢Δઐ໳ՈΛࢦ͢ݴ༿Ͱ͢ɻ൴Β͸AIٕज़Λ׆༻ͯ͠໰୊Λղܾ ͢ΔͨΊʹɺίϯϐϡʔλʔϓϩάϥϜ΍γεςϜΛઃܭɺ։ൃɺςετ͠·͢ɻAIΤϯδχΞ͸ɺػցֶशɺσΟʔ ϓϥʔχϯάɺࣗવݴޠॲཧɺίϯϐϡʔλʔϏδϣϯͳͲɺAIͷ͞·͟·ͳ෼໺ʹਫ਼௨͍ͯ͠·͢ɻ AIΤϯδχΞ͸ɺϓϩάϥϛϯάεΩϧ΍਺ֶతͳ஌ࣝΛ࣋ͪɺػցֶशΞϧΰϦζϜ΍σʔλղੳͷجૅʹ͍ͭͯਂ ͍ཧղΛ͍࣋ͬͯ·͢ɻ൴Β͸AIϞσϧͷઃܭɺσʔλͷલॲཧɺϞσϧͷτϨʔχϯά΍νϡʔχϯάɺύϑΥʔϚ ϯεͷධՁͳͲɺAIϓϩδΣΫτͷ֤ஈ֊Ͱ࡞ۀΛߦ͍·͢ɻ AIΤϯδχΞ͸·ͨɺιϑτ΢ΣΞΤϯδχΞϦϯάͷϕετϓϥΫςΟε΍σʔλͷηΩϡϦςΟʹؔ͢Δ஌ࣝ΋ ͍࣋ͬͯ·͢ɻ൴Β͸େن໛ͳσʔληοτΛॲཧ͠ɺߴੑೳͳAIγεςϜΛߏங͢ΔͨΊʹɺΫϥ΢υϓϥοτ ϑΥʔϜ΍πʔϧΛར༻͠·͢ɻ AIΤϯδχΞ͸ɺاۀ΍ݚڀػؔͰಇ͘͜ͱ͕ҰൠతͰ͢ɻ൴Β͸৽͍͠AIΞϧΰϦζϜ΍ςΫϊϩδʔͷݚڀʹऔΓ ૊Έɺ࣮ੈքͷ໰୊ʹAIΛద༻͢ΔͨΊͷιϦϡʔγϣϯΛఏڙ͠·͢ɻAIΤϯδχΞ͸ɺνʔϜͰڠྗ͠ɺσʔλα ΠΤϯςΟετɺιϑτ΢ΣΞΤϯδχΞɺAIϦαʔνϟʔͳͲͷଞͷઐ໳Ոͱڠྗͯ͠࢓ࣄΛਐΊΔ͜ͱ΋͋Γ· ͢ɻ
12. ⡋ OEC Co. Ltd. 2023
13. ⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ AIΛ૑Δ AIΛҭͯΔ AIΛಈ͔͢ AIΛݺͼग़͢ AIΛ࢖͏
14. AIΛ૑Δ ⡋ OEC Co. Ltd. 2023
15. https://playground.tensorflow.org/ ⡋ OEC Co. Ltd. 2023 χϡʔϥϧωοτϫʔΫΛݟͯΈΑ͏
16. ⡋ OEC Co. Ltd. 2023 f(x) = ex − e−x ex + e−x Eࢿ֨αϯϓϧ໰୊
17. AI Λ૑ΔͨΊʹඞཁͳ΋ͷ = ਺ֶ ⡋ OEC Co. Ltd. 2023
18. AIΛҭͯΔ ⡋ OEC Co. Ltd. 2023
19. https://cloud.google.com/vision/docs/drag-and-drop?hl=ja ⡋ OEC Co. Ltd. 2023 Google Cloud Vision API
20. ⡋ OEC Co. Ltd. 2023 AIΛҭͯΔ େྔͷσʔλΛ ܁Γฦֶ͠श͢Δ ະ஌ͷσʔλͰ΋ ਪ࿦Ͱ͖Δ ֶश ਪ࿦
21. https://www.tensorflow.org/tutorials/images/classification?hl=ja ⡋ OEC Co. Ltd. 2023 ࣮ࡍʹAIΛҭͯͯΈΑ͏
22. ⡋ OEC Co. Ltd. 2023 σʔληοτ ͨͩͷը૾ ݘ ۭ Ӣ ը૾෼ྨ༻σʔλ Ξϊςʔγϣϯ = σʔλ෇Ճ σʔληοτ σʔλͷ ू߹ ݘ ۭ Ӣ
23. https://storage.googleapis.com/openimages/web/index.html ⡋ OEC Co. Ltd. 2023 Open Images Dataset V7
24. https://github.com/voidful/awesome-chatgpt-dataset ⡋ OEC Co. Ltd. 2023 Awsome ChatGPT Dataset
25. https://kaggle.com/competitions/titanic/data?select=train.csv ⡋ OEC Co. Ltd. 2023 Titanic - Machine Learning from Disaster
26. https://qiita.com/RyoWakabayashi/items/ 5f08ba02d25524b8a256#%E7%94%9F%E5%AD%98%E3%81%A8% E3%81%AE%E7%9B%B8%E9%96%A2 ⡋ OEC Co. Ltd. 2023 ੜଘͱͷ૬ؔ
27. AI ΛҭͯΔͨΊʹඞཁͳ΋ͷ = σʔλ ⡋ OEC Co. Ltd. 2023
28. AIΛಈ͔͢ ⡋ OEC Co. Ltd. 2023
29. ⡋ OEC Co. Ltd. 2023 AIͷಈ͘৔ॴ ୺຤ Τοδαʔόʔ Ϋϥ΢υ
30. https://www.tensorflow.org/js/demos?hl=ja ⡋ OEC Co. Ltd. 2023 TensorFlow.js Demos
31. ⡋ OEC Co. Ltd. 2023 TensorFlow.js - JavaScript ͔Β࢖͏ TensorFlow - ϒϥ΢β্ͰAIϞσϧΛ࣮ߦ͢Δ - TensorFlow.js ༻ͷܗࣜʹม׵͢Δ
32. ⡋ OEC Co. Ltd. 2023 AIΛ୺຤Ͱಈ͔͢ - ϦΞϧλΠϜॲཧ - ͍ܰϞσϧ - ߴੑೳͷ୺຤ - ωοτϫʔΫ͕࢖͑ͳ͍ঢ়گ - ϞσϧΛެ։ͯ͠΋໰୊ͳ͍
33. ⡋ OEC Co. Ltd. 2023 AIΛΫϥ΢υͰಈ͔͢ - େྔσʔλͷҰׅॲཧ - ॏ͍Ϟσϧ - ௿ੑೳͷ୺຤ - ωοτϫʔΫ͸ඞਢ - Ϟσϧ͸ൿಗͰ͖Δ
34. https://aws.amazon.com/jp/sagemaker/pricing/?nc=sn&loc=3 ⡋ OEC Co. Ltd. 2023 Amazon SageMaker ྉۚද
35. ⡋ OEC Co. Ltd. 2023 Ϋϥ΢υͰߟ͑ͳ͚Ε͹ͳΒͳ͍͜ͱ - εϖοΫͱίετͷόϥϯε - σʔλྔɺ௨৴ྔͷ༧ଌ - ෛՙࢼݧ - ؀ڥʹԠ࣮ͨ͡૷
36. ⡋ OEC Co. Ltd. 2023 AI͕ಈͨ͘Ίʹඞཁͳ΋ͷ - ܭࢉ͢Δ: CPUɺGPUɺϝϞϦ - อଘ͢Δ: ετϨʔδ - ௨৴͢Δ: ωοτϫʔΫɺηΩϡϦςΟ ੑೳɺίετɺՔಇ཰ɺൿີอ࣋ͳͲ ༷ʑͳཁ݅Λຬͨ͢ඞཁ͕͋Δ
37. AI Λಈ͔ͨ͢Ίʹඞཁͳ΋ͷ = Πϯϑϥ ⡋ OEC Co. Ltd. 2023
38. AIΛݺͼग़͢ ⡋ OEC Co. Ltd. 2023
39. ⡋ OEC Co. Ltd. 2023 AIΛݺͼग़͢ Ϣʔβʔ UIʢը໘ɺϑϩϯτΤϯυʣ AIαʔϏε όοΫΤϯυ
40. https://www.bing.com/images/create ⡋ OEC Co. Ltd. 2023 Bing Image Creator
41. ⡋ OEC Co. Ltd. 2023 Ͳ͏΍ͬͯ࢖͏ʁ
42. ⡋ OEC Co. Ltd. 2023 ࡞੒Ϙλϯ ςΩετ
43. ⡋ OEC Co. Ltd. 2023 ࡞੒Ϙλϯ ςΩετ ΧʔιϧΛ߹ΘͤΔͱ ը૾͕େ͖͘ͳΔ ը૾͕̐ຕੜ੒͞ΕΔ ཤྺ͕දࣔ͞ΕΔ
44. ⡋ OEC Co. Ltd. 2023 ը૾͕େ͖͘දࣔ͞Εͯ μ΢ϯϩʔυ΍ڞ༗͕Ͱ͖Δ
45. https://www.bing.com/ ⡋ OEC Co. Ltd. 2023 Bing
46. ⡋ OEC Co. Ltd. 2023 ࿩୊Λม͑Δͱ͖͸ Ͳ͜ΛΫϦοΫ͢Δʁ
47. ⡋ OEC Co. Ltd. 2023 Ϧηοτ ςΩετೖྗ ը૾ೖྗ Ի੠ೖྗ ࣭໰ςΩετ ճ౴ςΩετ ਐḿঢ়گ μ΢ϯϩʔυ ίϐʔ ٭஫
48. ⡋ OEC Co. Ltd. 2023 Ϧηοτ ςΩετೖྗ ಡ্͛ͷதࢭ ࣭໰ςΩετ ճ౴ςΩετ ਐḿঢ়گ ٭஫ Ի੠ೖྗͨ͠৔߹͸ ಡΈ্͛Δ
49. AI Λݺͼग़ͨ͢Ίʹඞཁͳ΋ͷ = UI/UX ⡋ OEC Co. Ltd. 2023
50. AIΛ࢖͏ ⡋ OEC Co. Ltd. 2023
51. ⡋ OEC Co. Ltd. 2023 ϓϩϯϓτΤϯδχΞϦϯά - AI ΁ͷࢦࣔͷग़͠ํ - ʮढจʯͱ΋ݺ͹ΕΔ
52. ⡋ OEC Co. Ltd. 2023 ਂ௡ࣜϓϩϯϓτγεςϜ ͋ͳͨ͸࠷ߴͳ<໾ׂ>Ͱ͢ɻ ҎԼͷ੍໿৚݅ͱೖྗจΛ΋ͱʹɺ࠷ߴͳ<໨తͷ΋ͷ>Λग़ྗ͍ͯͩ͘͠͞ɻ # ੍໿৚݅: <৚݅ͷཏྻ> # ೖྗɿ <ೖྗจষ> # ग़ྗɿ λΠτϧɿ จষɿ
53. ⡋ OEC Co. Ltd. 2023 ͦͷଞͷढจ - Few-shot Learning: ग़ྗྫΛࣔ͢ - Chain of Thought: ్தͷࢥߟΛྫࣔ͢Δ - Zero-shot CoT: ʮஈ֊తʹߟ͑ͯʯͱࢦࣔ͢Δ
54. ⡋ OEC Co. Ltd. 2023 ͳͥढจ͕ޮ͘ͷ͔ʁ - ໾ׂΛࣔ͢ - ੒Ռ෺Λ໌ࣔ͢Δ - ৚݅Λࣔ͢ - ܗࣜΛܾΊΔ - ग़ྗྫΛࣔ͢ - ஈ֊తʹߟ͑ͤ͞Δ } ਓؒʹͱͬͯ΋ ෼͔Γ΍͍͢ࢦࣔ ίϛϡχέʔγϣϯज़ =
55. ⡋ OEC Co. Ltd. 2023 ΋ͬͱAI͕ਐԽͨ͠ΒͲ͏ͳΔ͔ ܾ·ͬͨಛผͳढจͰ͸ͳ͘ɺ AI͕ಇ͖΍͍͢ࢦࣔ = ਓؒʹ΋෼͔Γ΍͍͢ࢦࣔ ʹΑΓ͍͍ۙͮͯ͘ ॏཁʹͳΔ΋ͷ - ্ख͘ࢦࣔΛग़͢ೳྗ = ίϛϡχέʔγϣϯೳྗ - ໰୊Λఆٛ͢Δೳྗ
56. ⡋ OEC Co. Ltd. 2023 ໰୊ͷఆٛ AIʹͲ͏ࢦࣔΛग़͔͢ = खஈ AIʹԿΛ͍ͤͨ͞ͷ͔ = ໨త AI = ໨తͷͨΊͷπʔϧͷҰͭ
57. ⡋ OEC Co. Ltd. 2023 ChatGPT ͰͰ͖Δ͜ͱ - ձ࿩ - ෺ࣄͷઆ໌ - จষͷཁ໿ - ຋༁ - ϓϩάϥϛϯά χϡʔεͷཁ໿ ։ൃิॿπʔϧ ϩʔϧϓϨΠϯά
58. ⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 ̍෼ؒʹ̍ͭɺ߹ܭ̔ͭͷΞΠσΞΛֆͰදݱ͢Δ
59. ⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 - iPad ͷϝϞΞϓϦΛ։͘ - ϝϞΛ৽ن࡞੒ - ϖϯͷΞΠίϯͰखॻ͖Ϟʔυʹ͢Δ - ̎෼ؒͰ̍ͭඳ͘ - Ұݴઆ໌จΛ଍͢ - AirDrop Ͱڞ༗ɺಗ໊Ͱൃද - 10෼ؒͰऴྃ
60. ⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 ςʔϚ ʮChatGPT Λ࢖ͬͨ৽͍͠αʔϏεʯ
61. AI Λ࢖͏ͨΊʹඞཁͳ΋ͷ = ໨త ⡋ OEC Co. Ltd. 2023
62. ·ͱΊ ⡋ OEC Co. Ltd. 2023
63. ⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ AIΛ૑Δ AIΛҭͯΔ AIΛಈ͔͢ AIΛݺͼग़͢ AIΛ࢖͏ = ਺ֶ = σʔλ = Πϯϑϥ = UI/UX = ໨త
64. https://survey.stackoverflow.co/2023/#work-salary ⡋ OEC Co. Ltd. 2023 Stack Overflow 2023 Developer Survey
65. ͳΜͰ΋΍ͬͯΈͯ ࣗ෼ʹ߹ͬͨಓΛݟ͚ͭΑ͏ ⡋ OEC Co. Ltd. 2023