AIエンジニアへの道

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ɹגࣜձࣾΦʔΠʔγʔɹएྛɹྒ "*ΤϯδχΞ΁ͷಓ ⡋ OEC Co. Ltd. 2023

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ձࣾ঺հ ⡋ OEC Co. Ltd. 2023 Πϝʔδ

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⡋ OEC Co. Ltd. 2023

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ࣗݾ঺հ ⡋ OEC Co. Ltd. 2023

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एྛɹྒ • גࣜձࣾΦʔΠʔγʔ  DXਪਐ෦ ݉ ܦӦઓུࣨ ݉ ܦӦ؅ཧ෦  AI ΤϯδχΞ γχΞɾςΫχΧϧɾΦϑΟαʔ • גࣜձࣾΦʔΫωοτɾΞΠϏʔΤεʹͯ  AIɾΫϥ΢υ౳ɺઌ୺γεςϜ։ൃ ⡋ OEC Co. Ltd. 2023

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• ๺۝भࢢཱେֶɹࢁ࡚ਐ।ڭत  Ӵ੕σʔλʹΑΔ౔࠭ࡂ֐ͷݕग़ • ւ֎ߨԋ  ElixirConf EU 2023 ⡋ OEC Co. Ltd. 2023

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ࠓ೔఻͍͑ͨ͜ͱ ⡋ OEC Co. Ltd. 2023

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ͳΜͰ΋΍ͬͯΈͯ ࣗ෼ʹ߹ͬͨಓΛݟ͚ͭΑ͏ ⡋ OEC Co. Ltd. 2023

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⡋ OEC Co. Ltd. 2023 AIΤϯδχΞͱ͸

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ChatGPT ʹฉ͍ͯΈͨ ⡋ OEC Co. Ltd. 2023

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⡋ 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

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⡋ OEC Co. Ltd. 2023

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⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ AIΛ૑Δ AIΛҭͯΔ AIΛಈ͔͢ AIΛݺͼग़͢ AIΛ࢖͏

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AIΛ૑Δ ⡋ OEC Co. Ltd. 2023

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https://playground.tensorflow.org/ ⡋ OEC Co. Ltd. 2023 χϡʔϥϧωοτϫʔΫΛݟͯΈΑ͏

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⡋ OEC Co. Ltd. 2023 f(x) = ex − e−x ex + e−x Eࢿ֨αϯϓϧ໰୊

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AI Λ૑ΔͨΊʹඞཁͳ΋ͷ = ਺ֶ ⡋ OEC Co. Ltd. 2023

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AIΛҭͯΔ ⡋ OEC Co. Ltd. 2023

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https://cloud.google.com/vision/docs/drag-and-drop?hl=ja ⡋ OEC Co. Ltd. 2023 Google Cloud Vision API

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⡋ OEC Co. Ltd. 2023 AIΛҭͯΔ େྔͷσʔλΛ ܁Γฦֶ͠श͢Δ ະ஌ͷσʔλͰ΋ ਪ࿦Ͱ͖Δ ֶश ਪ࿦

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https://www.tensorflow.org/tutorials/images/classification?hl=ja ⡋ OEC Co. Ltd. 2023 ࣮ࡍʹAIΛҭͯͯΈΑ͏

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⡋ OEC Co. Ltd. 2023 σʔληοτ ͨͩͷը૾ ݘ ۭ Ӣ ը૾෼ྨ༻σʔλ Ξϊςʔγϣϯ = σʔλ෇Ճ σʔληοτ σʔλͷ ू߹ ݘ ۭ Ӣ

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https://storage.googleapis.com/openimages/web/index.html ⡋ OEC Co. Ltd. 2023 Open Images Dataset V7

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https://github.com/voidful/awesome-chatgpt-dataset ⡋ OEC Co. Ltd. 2023 Awsome ChatGPT Dataset

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https://kaggle.com/competitions/titanic/data?select=train.csv ⡋ OEC Co. Ltd. 2023 Titanic - Machine Learning from Disaster

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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

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AI ΛҭͯΔͨΊʹඞཁͳ΋ͷ = σʔλ ⡋ OEC Co. Ltd. 2023

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AIΛಈ͔͢ ⡋ OEC Co. Ltd. 2023

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⡋ OEC Co. Ltd. 2023 AIͷಈ͘৔ॴ ୺຤ Τοδαʔόʔ Ϋϥ΢υ

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https://www.tensorflow.org/js/demos?hl=ja ⡋ OEC Co. Ltd. 2023 TensorFlow.js Demos

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⡋ OEC Co. Ltd. 2023 TensorFlow.js - JavaScript ͔Β࢖͏ TensorFlow - ϒϥ΢β্ͰAIϞσϧΛ࣮ߦ͢Δ - TensorFlow.js ༻ͷܗࣜʹม׵͢Δ

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⡋ OEC Co. Ltd. 2023 AIΛ୺຤Ͱಈ͔͢ - ϦΞϧλΠϜॲཧ - ͍ܰϞσϧ - ߴੑೳͷ୺຤ - ωοτϫʔΫ͕࢖͑ͳ͍ঢ়گ - ϞσϧΛެ։ͯ͠΋໰୊ͳ͍

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⡋ OEC Co. Ltd. 2023 AIΛΫϥ΢υͰಈ͔͢ - େྔσʔλͷҰׅॲཧ - ॏ͍Ϟσϧ - ௿ੑೳͷ୺຤ - ωοτϫʔΫ͸ඞਢ - Ϟσϧ͸ൿಗͰ͖Δ

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https://aws.amazon.com/jp/sagemaker/pricing/?nc=sn&loc=3 ⡋ OEC Co. Ltd. 2023 Amazon SageMaker ྉۚද

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⡋ OEC Co. Ltd. 2023 Ϋϥ΢υͰߟ͑ͳ͚Ε͹ͳΒͳ͍͜ͱ - εϖοΫͱίετͷόϥϯε - σʔλྔɺ௨৴ྔͷ༧ଌ - ෛՙࢼݧ - ؀ڥʹԠ࣮ͨ͡૷

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⡋ OEC Co. Ltd. 2023 AI͕ಈͨ͘Ίʹඞཁͳ΋ͷ - ܭࢉ͢Δ: CPUɺGPUɺϝϞϦ - อଘ͢Δ: ετϨʔδ - ௨৴͢Δ: ωοτϫʔΫɺηΩϡϦςΟ ੑೳɺίετɺՔಇ཰ɺൿີอ࣋ͳͲ ༷ʑͳཁ݅Λຬͨ͢ඞཁ͕͋Δ

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AI Λಈ͔ͨ͢Ίʹඞཁͳ΋ͷ = Πϯϑϥ ⡋ OEC Co. Ltd. 2023

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AIΛݺͼग़͢ ⡋ OEC Co. Ltd. 2023

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⡋ OEC Co. Ltd. 2023 AIΛݺͼग़͢ Ϣʔβʔ UIʢը໘ɺϑϩϯτΤϯυʣ AIαʔϏε όοΫΤϯυ

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https://www.bing.com/images/create ⡋ OEC Co. Ltd. 2023 Bing Image Creator

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⡋ OEC Co. Ltd. 2023 Ͳ͏΍ͬͯ࢖͏ʁ

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⡋ OEC Co. Ltd. 2023 ࡞੒Ϙλϯ ςΩετ

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⡋ OEC Co. Ltd. 2023 ࡞੒Ϙλϯ ςΩετ ΧʔιϧΛ߹ΘͤΔͱ ը૾͕େ͖͘ͳΔ ը૾͕̐ຕੜ੒͞ΕΔ ཤྺ͕දࣔ͞ΕΔ

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⡋ OEC Co. Ltd. 2023 ը૾͕େ͖͘දࣔ͞Εͯ μ΢ϯϩʔυ΍ڞ༗͕Ͱ͖Δ

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https://www.bing.com/ ⡋ OEC Co. Ltd. 2023 Bing

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⡋ OEC Co. Ltd. 2023 ࿩୊Λม͑Δͱ͖͸ Ͳ͜ΛΫϦοΫ͢Δʁ

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⡋ OEC Co. Ltd. 2023 Ϧηοτ ςΩετೖྗ ը૾ೖྗ Ի੠ೖྗ ࣭໰ςΩετ ճ౴ςΩετ ਐḿঢ়گ μ΢ϯϩʔυ ίϐʔ ٭஫

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⡋ OEC Co. Ltd. 2023 Ϧηοτ ςΩετೖྗ ಡ্͛ͷதࢭ ࣭໰ςΩετ ճ౴ςΩετ ਐḿঢ়گ ٭஫ Ի੠ೖྗͨ͠৔߹͸ ಡΈ্͛Δ

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AI Λݺͼग़ͨ͢Ίʹඞཁͳ΋ͷ = UI/UX ⡋ OEC Co. Ltd. 2023

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AIΛ࢖͏ ⡋ OEC Co. Ltd. 2023

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⡋ OEC Co. Ltd. 2023 ϓϩϯϓτΤϯδχΞϦϯά - AI ΁ͷࢦࣔͷग़͠ํ - ʮढจʯͱ΋ݺ͹ΕΔ

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⡋ OEC Co. Ltd. 2023 ਂ௡ࣜϓϩϯϓτγεςϜ ͋ͳͨ͸࠷ߴͳ<໾ׂ>Ͱ͢ɻ ҎԼͷ੍໿৚݅ͱೖྗจΛ΋ͱʹɺ࠷ߴͳ<໨తͷ΋ͷ>Λग़ྗ͍ͯͩ͘͠͞ɻ # ੍໿৚݅: <৚݅ͷཏྻ> # ೖྗɿ <ೖྗจষ> # ग़ྗɿ λΠτϧɿ จষɿ

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⡋ OEC Co. Ltd. 2023 ͦͷଞͷढจ - Few-shot Learning: ग़ྗྫΛࣔ͢ - Chain of Thought: ్தͷࢥߟΛྫࣔ͢Δ - Zero-shot CoT: ʮஈ֊తʹߟ͑ͯʯͱࢦࣔ͢Δ

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⡋ OEC Co. Ltd. 2023 ͳͥढจ͕ޮ͘ͷ͔ʁ - ໾ׂΛࣔ͢ - ੒Ռ෺Λ໌ࣔ͢Δ - ৚݅Λࣔ͢ - ܗࣜΛܾΊΔ - ग़ྗྫΛࣔ͢ - ஈ֊తʹߟ͑ͤ͞Δ } ਓؒʹͱͬͯ΋ ෼͔Γ΍͍͢ࢦࣔ ίϛϡχέʔγϣϯज़ =

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⡋ OEC Co. Ltd. 2023 ΋ͬͱAI͕ਐԽͨ͠ΒͲ͏ͳΔ͔ ܾ·ͬͨಛผͳढจͰ͸ͳ͘ɺ AI͕ಇ͖΍͍͢ࢦࣔ = ਓؒʹ΋෼͔Γ΍͍͢ࢦࣔ ʹΑΓ͍͍ۙͮͯ͘ ॏཁʹͳΔ΋ͷ - ্ख͘ࢦࣔΛग़͢ೳྗ = ίϛϡχέʔγϣϯೳྗ - ໰୊Λఆٛ͢Δೳྗ

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⡋ OEC Co. Ltd. 2023 ໰୊ͷఆٛ AIʹͲ͏ࢦࣔΛग़͔͢ = खஈ AIʹԿΛ͍ͤͨ͞ͷ͔ = ໨త AI = ໨తͷͨΊͷπʔϧͷҰͭ

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⡋ OEC Co. Ltd. 2023 ChatGPT ͰͰ͖Δ͜ͱ - ձ࿩ - ෺ࣄͷઆ໌ - จষͷཁ໿ - ຋༁ - ϓϩάϥϛϯά χϡʔεͷཁ໿ ։ൃิॿπʔϧ ϩʔϧϓϨΠϯά

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⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 ̍෼ؒʹ̍ͭɺ߹ܭ̔ͭͷΞΠσΞΛֆͰදݱ͢Δ

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⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 - iPad ͷϝϞΞϓϦΛ։͘ - ϝϞΛ৽ن࡞੒ - ϖϯͷΞΠίϯͰखॻ͖Ϟʔυʹ͢Δ - ̎෼ؒͰ̍ͭඳ͘ - Ұݴઆ໌จΛ଍͢ - AirDrop Ͱڞ༗ɺಗ໊Ͱൃද - 10෼ؒͰऴྃ

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⡋ OEC Co. Ltd. 2023 ΫϨΠδʔ8 ςʔϚ ʮChatGPT Λ࢖ͬͨ৽͍͠αʔϏεʯ

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AI Λ࢖͏ͨΊʹඞཁͳ΋ͷ = ໨త ⡋ OEC Co. Ltd. 2023

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·ͱΊ ⡋ OEC Co. Ltd. 2023

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⡋ OEC Co. Ltd. 2023 AIΤϯδχΞ AIΛ૑Δ AIΛҭͯΔ AIΛಈ͔͢ AIΛݺͼग़͢ AIΛ࢖͏ = ਺ֶ = σʔλ = Πϯϑϥ = UI/UX = ໨త

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https://survey.stackoverflow.co/2023/#work-salary ⡋ OEC Co. Ltd. 2023 Stack Overflow 2023 Developer Survey

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ͳΜͰ΋΍ͬͯΈͯ ࣗ෼ʹ߹ͬͨಓΛݟ͚ͭΑ͏ ⡋ OEC Co. Ltd. 2023