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AIエンジニアへの道
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Ryo Wakabayashi
September 18, 2023
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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
Ryo Wakabayashi
September 18, 2023
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Transcript
ɹגࣜձࣾΦʔΠʔγʔɹएྛɹྒ "*ΤϯδχΞͷಓ ⡋ OEC Co. Ltd. 2023
ձࣾհ ⡋ OEC Co. Ltd. 2023 Πϝʔδ
⡋ OEC Co. Ltd. 2023
ࣗݾհ ⡋ OEC Co. Ltd. 2023
एྛɹྒ • גࣜձࣾΦʔΠʔγʔ DXਪਐ෦ ݉ ܦӦઓུࣨ ݉ ܦӦཧ෦ AI ΤϯδχΞ
γχΞɾςΫχΧϧɾΦϑΟαʔ • גࣜձࣾΦʔΫωοτɾΞΠϏʔΤεʹͯ AIɾΫϥυɺઌγεςϜ։ൃ ⡋ OEC Co. Ltd. 2023
• भࢢཱେֶɹࢁ࡚ਐ।ڭत ӴσʔλʹΑΔ࠭ࡂͷݕग़ • ւ֎ߨԋ ElixirConf EU 2023 ⡋ OEC
Co. Ltd. 2023
ࠓ͍͑ͨ͜ͱ ⡋ OEC Co. Ltd. 2023
ͳΜͰͬͯΈͯ ࣗʹ߹ͬͨಓΛݟ͚ͭΑ͏ ⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 AIΤϯδχΞͱ
ChatGPT ʹฉ͍ͯΈͨ ⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 AIΤϯδχΞɺਓೳʢAIʣͷ։ൃ࣮ʹؔ༩͢ΔઐՈΛࢦ͢ݴ༿Ͱ͢ɻ൴ΒAIٕज़Λ׆༻ͯ͠Λղܾ ͢ΔͨΊʹɺίϯϐϡʔλʔϓϩάϥϜγεςϜΛઃܭɺ։ൃɺςετ͠·͢ɻAIΤϯδχΞɺػցֶशɺσΟʔ ϓϥʔχϯάɺࣗવݴޠॲཧɺίϯϐϡʔλʔϏδϣϯͳͲɺAIͷ͞·͟·ͳʹਫ਼௨͍ͯ͠·͢ɻ AIΤϯδχΞɺϓϩάϥϛϯάεΩϧֶతͳࣝΛ࣋ͪɺػցֶशΞϧΰϦζϜσʔλղੳͷجૅʹ͍ͭͯਂ ͍ཧղΛ͍࣋ͬͯ·͢ɻ൴ΒAIϞσϧͷઃܭɺσʔλͷલॲཧɺϞσϧͷτϨʔχϯάνϡʔχϯάɺύϑΥʔϚ
ϯεͷධՁͳͲɺAIϓϩδΣΫτͷ֤ஈ֊Ͱ࡞ۀΛߦ͍·͢ɻ AIΤϯδχΞ·ͨɺιϑτΣΞΤϯδχΞϦϯάͷϕετϓϥΫςΟεσʔλͷηΩϡϦςΟʹؔ͢Δࣝ ͍࣋ͬͯ·͢ɻ൴ΒେنͳσʔληοτΛॲཧ͠ɺߴੑೳͳAIγεςϜΛߏங͢ΔͨΊʹɺΫϥυϓϥοτ ϑΥʔϜπʔϧΛར༻͠·͢ɻ AIΤϯδχΞɺاۀݚڀػؔͰಇ͘͜ͱ͕ҰൠతͰ͢ɻ൴Β৽͍͠AIΞϧΰϦζϜςΫϊϩδʔͷݚڀʹऔΓ Έɺ࣮ੈքͷʹAIΛద༻͢ΔͨΊͷιϦϡʔγϣϯΛఏڙ͠·͢ɻAIΤϯδχΞɺνʔϜͰڠྗ͠ɺσʔλα ΠΤϯςΟετɺιϑτΣΞΤϯδχΞɺAIϦαʔνϟʔͳͲͷଞͷઐՈͱڠྗͯ͠ࣄΛਐΊΔ͜ͱ͋Γ· ͢ɻ
⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ AIΛΔ AIΛҭͯΔ AIΛಈ͔͢ AIΛݺͼग़͢
AIΛ͏
AIΛΔ ⡋ OEC Co. Ltd. 2023
https://playground.tensorflow.org/ ⡋ OEC Co. Ltd. 2023 χϡʔϥϧωοτϫʔΫΛݟͯΈΑ͏
⡋ OEC Co. Ltd. 2023 f(x) = ex − e−x
ex + e−x Eࢿ֨αϯϓϧ
AI ΛΔͨΊʹඞཁͳͷ = ֶ ⡋ OEC Co. Ltd. 2023
AIΛҭͯΔ ⡋ OEC Co. Ltd. 2023
https://cloud.google.com/vision/docs/drag-and-drop?hl=ja ⡋ OEC Co. Ltd. 2023 Google Cloud Vision API
⡋ OEC Co. Ltd. 2023 AIΛҭͯΔ େྔͷσʔλΛ ܁Γฦֶ͠श͢Δ ະͷσʔλͰ ਪͰ͖Δ
ֶश ਪ
https://www.tensorflow.org/tutorials/images/classification?hl=ja ⡋ OEC Co. Ltd. 2023 ࣮ࡍʹAIΛҭͯͯΈΑ͏
⡋ OEC Co. Ltd. 2023 σʔληοτ ͨͩͷը૾ ݘ ۭ Ӣ
ը૾ྨ༻σʔλ Ξϊςʔγϣϯ = σʔλՃ σʔληοτ σʔλͷ ू߹ ݘ ۭ Ӣ
https://storage.googleapis.com/openimages/web/index.html ⡋ OEC Co. Ltd. 2023 Open Images Dataset V7
https://github.com/voidful/awesome-chatgpt-dataset ⡋ OEC Co. Ltd. 2023 Awsome ChatGPT Dataset
https://kaggle.com/competitions/titanic/data?select=train.csv ⡋ OEC Co. Ltd. 2023 Titanic - Machine Learning
from Disaster
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
AI ΛҭͯΔͨΊʹඞཁͳͷ = σʔλ ⡋ OEC Co. Ltd. 2023
AIΛಈ͔͢ ⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 AIͷಈ͘ॴ Τοδαʔόʔ Ϋϥυ
https://www.tensorflow.org/js/demos?hl=ja ⡋ OEC Co. Ltd. 2023 TensorFlow.js Demos
⡋ OEC Co. Ltd. 2023 TensorFlow.js - JavaScript ͔Β͏ TensorFlow
- ϒϥβ্ͰAIϞσϧΛ࣮ߦ͢Δ - TensorFlow.js ༻ͷܗࣜʹม͢Δ
⡋ OEC Co. Ltd. 2023 AIΛͰಈ͔͢ - ϦΞϧλΠϜॲཧ - ͍ܰϞσϧ
- ߴੑೳͷ - ωοτϫʔΫ͕͑ͳ͍ঢ়گ - ϞσϧΛެ։ͯ͠ͳ͍
⡋ OEC Co. Ltd. 2023 AIΛΫϥυͰಈ͔͢ - େྔσʔλͷҰׅॲཧ - ॏ͍Ϟσϧ
- ੑೳͷ - ωοτϫʔΫඞਢ - ϞσϧൿಗͰ͖Δ
https://aws.amazon.com/jp/sagemaker/pricing/?nc=sn&loc=3 ⡋ OEC Co. Ltd. 2023 Amazon SageMaker ྉۚද
⡋ OEC Co. Ltd. 2023 ΫϥυͰߟ͑ͳ͚ΕͳΒͳ͍͜ͱ - εϖοΫͱίετͷόϥϯε - σʔλྔɺ௨৴ྔͷ༧ଌ
- ෛՙࢼݧ - ڥʹԠ࣮ͨ͡
⡋ OEC Co. Ltd. 2023 AI͕ಈͨ͘Ίʹඞཁͳͷ - ܭࢉ͢Δ: CPUɺGPUɺϝϞϦ -
อଘ͢Δ: ετϨʔδ - ௨৴͢Δ: ωοτϫʔΫɺηΩϡϦςΟ ੑೳɺίετɺՔಇɺൿີอ࣋ͳͲ ༷ʑͳཁ݅Λຬͨ͢ඞཁ͕͋Δ
AI Λಈ͔ͨ͢Ίʹඞཁͳͷ = Πϯϑϥ ⡋ OEC Co. Ltd. 2023
AIΛݺͼग़͢ ⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 AIΛݺͼग़͢ Ϣʔβʔ UIʢը໘ɺϑϩϯτΤϯυʣ AIαʔϏε όοΫΤϯυ
https://www.bing.com/images/create ⡋ OEC Co. Ltd. 2023 Bing Image Creator
⡋ OEC Co. Ltd. 2023 Ͳ͏ͬͯ͏ʁ
⡋ OEC Co. Ltd. 2023 ࡞Ϙλϯ ςΩετ
⡋ OEC Co. Ltd. 2023 ࡞Ϙλϯ ςΩετ ΧʔιϧΛ߹ΘͤΔͱ ը૾͕େ͖͘ͳΔ ը૾͕̐ຕੜ͞ΕΔ
ཤྺ͕දࣔ͞ΕΔ
⡋ OEC Co. Ltd. 2023 ը૾͕େ͖͘දࣔ͞Εͯ μϯϩʔυڞ༗͕Ͱ͖Δ
https://www.bing.com/ ⡋ OEC Co. Ltd. 2023 Bing
⡋ OEC Co. Ltd. 2023 Λม͑Δͱ͖ Ͳ͜ΛΫϦοΫ͢Δʁ
⡋ OEC Co. Ltd. 2023 Ϧηοτ ςΩετೖྗ ը૾ೖྗ Իೖྗ ࣭ςΩετ
ճςΩετ ਐḿঢ়گ μϯϩʔυ ίϐʔ ٭
⡋ OEC Co. Ltd. 2023 Ϧηοτ ςΩετೖྗ ಡ্͛ͷதࢭ ࣭ςΩετ ճςΩετ
ਐḿঢ়گ ٭ Իೖྗͨ͠߹ ಡΈ্͛Δ
AI Λݺͼग़ͨ͢Ίʹඞཁͳͷ = UI/UX ⡋ OEC Co. Ltd. 2023
AIΛ͏ ⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 ϓϩϯϓτΤϯδχΞϦϯά - AI ͷࢦࣔͷग़͠ํ -
ʮढจʯͱݺΕΔ
⡋ OEC Co. Ltd. 2023 ਂࣜϓϩϯϓτγεςϜ ͋ͳͨ࠷ߴͳ<ׂ>Ͱ͢ɻ ҎԼͷ੍݅ͱೖྗจΛͱʹɺ࠷ߴͳ<తͷͷ>Λग़ྗ͍ͯͩ͘͠͞ɻ # ੍݅:
<݅ͷཏྻ> # ೖྗɿ <ೖྗจষ> # ग़ྗɿ λΠτϧɿ จষɿ
⡋ OEC Co. Ltd. 2023 ͦͷଞͷढจ - Few-shot Learning: ग़ྗྫΛࣔ͢
- Chain of Thought: ్தͷࢥߟΛྫࣔ͢Δ - Zero-shot CoT: ʮஈ֊తʹߟ͑ͯʯͱࢦࣔ͢Δ
⡋ OEC Co. Ltd. 2023 ͳͥढจ͕ޮ͘ͷ͔ʁ - ׂΛࣔ͢ - ՌΛ໌ࣔ͢Δ
- ݅Λࣔ͢ - ܗࣜΛܾΊΔ - ग़ྗྫΛࣔ͢ - ஈ֊తʹߟ͑ͤ͞Δ } ਓؒʹͱͬͯ ͔Γ͍͢ࢦࣔ ίϛϡχέʔγϣϯज़ =
⡋ OEC Co. Ltd. 2023 ͬͱAI͕ਐԽͨ͠ΒͲ͏ͳΔ͔ ܾ·ͬͨಛผͳढจͰͳ͘ɺ AI͕ಇ͖͍͢ࢦࣔ = ਓؒʹ͔Γ͍͢ࢦࣔ
ʹΑΓ͍͍ۙͮͯ͘ ॏཁʹͳΔͷ - ্ख͘ࢦࣔΛग़͢ೳྗ = ίϛϡχέʔγϣϯೳྗ - Λఆٛ͢Δೳྗ
⡋ OEC Co. Ltd. 2023 ͷఆٛ AIʹͲ͏ࢦࣔΛग़͔͢ = खஈ AIʹԿΛ͍ͤͨ͞ͷ͔
= త AI = తͷͨΊͷπʔϧͷҰͭ
⡋ OEC Co. Ltd. 2023 ChatGPT ͰͰ͖Δ͜ͱ - ձ -
ࣄͷઆ໌ - จষͷཁ - ༁ - ϓϩάϥϛϯά χϡʔεͷཁ ։ൃิॿπʔϧ ϩʔϧϓϨΠϯά
⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 ̍ؒʹ̍ͭɺ߹ܭ̔ͭͷΞΠσΞΛֆͰදݱ͢Δ
⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 - iPad ͷϝϞΞϓϦΛ։͘ -
ϝϞΛ৽ن࡞ - ϖϯͷΞΠίϯͰखॻ͖Ϟʔυʹ͢Δ - ̎ؒͰ̍ͭඳ͘ - Ұݴઆ໌จΛ͢ - AirDrop Ͱڞ༗ɺಗ໊Ͱൃද - 10ؒͰऴྃ
⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 ςʔϚ ʮChatGPT Λͬͨ৽͍͠αʔϏεʯ
AI Λ͏ͨΊʹඞཁͳͷ = త ⡋ OEC Co. Ltd. 2023
·ͱΊ ⡋ OEC Co. Ltd. 2023
⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ AIΛΔ AIΛҭͯΔ AIΛಈ͔͢ AIΛݺͼग़͢
AIΛ͏ = ֶ = σʔλ = Πϯϑϥ = UI/UX = త
https://survey.stackoverflow.co/2023/#work-salary ⡋ OEC Co. Ltd. 2023 Stack Overflow 2023 Developer
Survey
ͳΜͰͬͯΈͯ ࣗʹ߹ͬͨಓΛݟ͚ͭΑ͏ ⡋ OEC Co. Ltd. 2023