| CARVIEW |
????AI????F?c???^????`???b?gAI?iRAG?A?v???j??????Ă݂悤?y?v???O???~???O?s?v?z?FAI?E?f?[?^?T?C?G???X??????
?????nAI?̓??????}???ɍL???鍡?A???̗L?p???⊈?p?@???C?ɂȂ???ցB???Ƃ??ăv???O???~???O?s?v?ŁA?g??c?̋c???^????Ɏ???ɓ????Ă????u?Ǝ??̃`???b?gAI?v?h?̍쐬?????݂܂??B?Љ?l?̖ڐ??ŁA???H?I?Ȑ????nAI?̕??͋C?????݂܂??傤?I
?@???݁A??Ƃւ̐????nAI*1?̓??????}???Ɋg?債?Ă??܂??B2023?N10??23???ɓ??{?}?C?N???\?t?g???L?Ҍ????ɔ??\???????e?ɂ??A???{??????Azure OpenAI Service?iMicrosoft??????N???E?hAI?T?[?r?X?j?????p???Ă????Ƃ?560?Јȏ?A?S???E?ł?1??1000?Ђ?˔j???Ă??܂??B???̂悤?ȏ???A?u?????̉?Ђ??????nAI?????ׂ????H?v?u?????nAI?????̖??ɗ??̂??H?v?ƋC?ɂȂ??Ă?????͏??Ȃ??Ȃ??ł??傤?B
*1?@?u????AI?v?Ƃ??\?L????܂????A?{?A?ڂł́u?????nAI?v?Ƃ????\?L???̗p???Ă??܂??B
?@?M?҂́A?????nAI???????̋Ɩ????????ɕs???ȃe?N?m???W?[?ł???A?唼?̊?Ƃ????????ׂ????ƍl???Ă??܂??B?Ⴆ???̋L?????̂??A?i?????ƂɁu??????₷?????H?v??ChatGPT?i?`???b?gAI?j?Ɏ??₵?Ȃ??琄?ȁi?????????j???d?˂܂????B?܂??AGitHub?Ƃ????T?C?g?????J?????A???P?[?g?????????ɂ??A?č??̃\?t?g?E?F?A?J???҂?92???????ɉ??炩??AI?R?[?f?B???O?i???v???O?????̃\?[?X?R?[?h????????Ɓj?x???c?[?????g?p???Ă??邻???ł??B?????nAI?́A???܂??g?????Ȃ???Ζ{???ɕ֗??ŁA?n???ȍ?Ƃ??y?ɂł??܂?????ˁB?c?ƕ????Ȃǂ̔?G???W?j?A????\?t?g?E?F?A?J???҂܂ő????̎Љ?l?ɂƂ??āA?????nAI?̊??p?͏d?v?ɂȂ??Ă??Ă???Ǝv???܂??B
?@?Ƃ??????Ƃō???́u?????nAI?v?ɏœ_?Ă܂??B?{?A?ڂł́A???v?\???Ȃǂ́u?f?[?^???́i???͌nAI?j?v??A?????F???Ȃǂ́u???ʌnAI?v??̌????Ă??܂????B?A?ڂ̍ŏI??ł??鍡??́AAI???܂??Ɂu???́v?u???ʁv?u?????v??3?ɕ??ނ????????́A?c??Ō?̃s?[?X?߂܂??B
?@?????nAI?ɂ́AStable Diffusion?i?X?e?[?u???E?f?B?t???[?W?????j?̂悤?ȉ摜????AI??AStable Audio?i?X?e?[?u???E?I?[?f?B?I?j?̂悤?ȉ??y????AI?AChatGPT?i?`???b?g?E?W?[?E?s?[?E?e?B?[?j?̂悤?ȕ??͐???AI?i?`???b?gAI?j?Ȃǂ?????܂??B?????͒????I?Ɏg????̂ŁA?Ⴆ?`???b?gAI???g???????Ȃ?O??m???͕s?v?ŁA???ɐ???????܂ł?????܂???B
?@?????ŁA?{?e?ł͏?????Փx???グ???g??c?̋c???^?̓??e?܂??āA???[?U?[?̎???ɓ????Ă????u?Ǝ??̃`???b?gAI?v?h????y?ɍ???Ă݂܂??B????AI?́A??????RAG?iRetrieval-Augmented Generation?F?????g???????A?ڍ?q?j?Ƃ????d?g?݂??̗p?????`???b?gAI?A?v???P?[?V?????i?ȉ??A?A?v???j?ł??B?????āA????Љ??쐬???@?͔??ɊȒP?ŁA?v???O???~???O?X?L???͈?ؕK?v????܂???BWeb?T?C?g??ł̐???̓??͂ƃN???b?N?????ŁA?N?ł?????AI???쐬?ł??܂??B??̓I?ɂ́A?}1?̂悤?Ȑ????nAI?̍쐬??̌????܂??B
?@?{?e?ł͓Ǝ??`???b?gAI?̍쐬?̌???ʂ??Ď??H?I?Ȑ????nAI?̕??͋C?????`?????܂??B?{?e???A??Ƃ̐????nAI??????AI???f?[?^???p?̈ꏕ?ƂȂ?K???ł??B?\?????͂??ꂮ?炢?ɂ??āA????????????Ă????܂??傤?B
?A?ځF
?w?Љ?l1?N??????w?ԁAAI?E?f?[?^?T?C?G???X??????x
?@???̘A?ڂł́A?l?H?m?\?iAI?j??f?[?^???́^?f?[?^?T?C?G???X??????܂łɊw???Ƃ??Ȃ??Љ?l?i?V???̎Љ?l1?N??????x?e?????Ј??܂ő劽?}?I?j?Ɍ????āA?u?f?[?^??AI?????p???????Ȃ?A?ŏ??ɒm???Ă????ׂ??S?̊T?v?v?A??̓I?ɂ?AI?E?f?[?^?T?C?G???X?̊T?v?ƁA?f?[?^???́i???l?\???Ȃǂ̕??͌nAI?j?A?摜?F???Ȃǂ̎??ʌnAI?A???͐????Ȃǂ̐????nAI???Љ?܂??B
?@????m???̏K???????V???v???Ȍo?????d?????āA??????đ̌????Ȃ???w?ׂ???e?ł??̂ŁA???̗͂??Ă??ЂƂ??C?y?ɓǂݐi?߂Ă????????B???ŏI??ł????A?ԊO?҂?1?{?lj??\??ł??B
???߂Ă̐????nAI?B??y?ɑ̌????Ă݂悤
?@????????́A?}2?Ɏ???????ɉ????āA?????nAI?̈?ł???`???b?gAI?̍쐬??̌????Ă????܂??B?J??Ԃ??ɂȂ?܂????u?쐬?v?ƌ????Ă??A?v???O???~???O?͕s?v?Ȃ̂Ŏ?y?Ɏ????܂??B
1. ?????`????
?@????`?́A?O??̋L???Ŋ??Ɏ????܂????B?Čf????ƁA?c???^???K?{?̉?Ђɂ????ĉ??L??2?̑傫?Ȗ?肪???݂??܂??B
- ???L?W?́A??c???ɋc???^?????A???^?C???ŏ????̂ɖZ?????A????????̂????
- ?c???^?͍쐬???????̂́A???ۂɂ͂??܂芈?p???ꂸ?A???Ԍ????i?^?C?p?j??????
2. ????????l????
?@???????O??̍Čf?ɂȂ?܂????A?????̖??ɑ????????Ƃ??Ĉȉ??̃A?C?f?A????Ă???܂????B
- ???????????F?????ăe?L?X?g??????g?c???^AI?h?̊J??
- ??c???e?̃e?L?X?g?f?[?^???Ɩ??m???p?f?[?^?x?[?X?i?i???b?W?x?[?X?ƌĂ?܂??j?ɒ~?ς??Ă????A?ォ??ȒP?Ɂg???????Q?Ɓh?ł???悤?ɂ???
?@?????̃A?C?f?A?̎????\????????*2???邽?߂ɁA????ł?AI*3???쐬????v?悪???Ă??܂????B
*2?@???̂悤?Ȍ??̍H???́uPoC?iProof of Concept?F?T?O???j?v?ƌĂ?܂??B
*3?@????i?́u?v???g?^?C?v?v?Ƃ??Ă?܂??B
3. AI?̋Z?p???@??I?肷??
?@????2????܂??̂ŁA1?????????Ă????܂??傤?B?O???1?ڂ́u?c???^AI?̊J???v???s???܂????B?????2?ڂ́u?c???^?̌????@?\?v???쐬???܂??B????̓I?ɂ́A?`???b?gAI?Ɏ??₷??`?ŋc???^???????ł???悤?ɂ??܂??B
?`???b?gAI?A?v???̊J?????@?̑I??
?@?܂??̓`???b?gAI???J?????܂??BWeb?ŒT?????܂??܂ȊJ?????@?̏?????܂????A??\?I?ȕ??@?Ƃ??āA???L??2?̕??@??????ƒm?????Ƃ??܂??傤?B
?@?i1?j?uLangChain?v???C?u?????[???g?????@?F ?v???O???~???O???ł???l????
?@?i2?j?uAzure OpenAI Service?v?N???E?h???g?????@?F ?v???O???~???O?o???s?v
?@???O?̃??[?J??PC??Python?Ƃ????v???O???~???O????̊????C???X?g?[?????Ďg?????Ȃ?????ɂ́A?i1?j??LangChain?i?????O?`?F?C???j?????E?߂ł??BLangChain????K?͌??ꃂ?f???iLLM?j???g?????A?v???P?[?V?????A?Ⴆ??ChatGPT?̂悤?ȃ`???b?gAI?A?v???????̂??T?|?[?g???Ă????Python???C?u?????[?ł??B?茳?ŏ_??ȊJ?????s???A???s???낵?₷???̂????͂ł??B?ŋ߁i2023?N11??6?????_?j?ł́A?wChatGPT/LangChain?ɂ??`???b?g?V?X?e???\?z?x???wLangChain???S????@????AI?A?v???P?[?V?????J?????͂??ǂ??K?͌??ꃂ?f???̑?????x?Ƃ????????{?ꏑ?Ђ??o?ł???Ă???A???g?݂₷???Ȃ??Ă??Ă??܂??B
?@????́A?ǎґΏۂ?Python?v???O???~???O???o???̐l???܂߂??Љ?l?Ƃ??Ă???̂ŁA?i2?j??Azure OpenAI Service?i?A?W???[???E?I?[?v???G?C?A?C?E?T?[?r?X?j???̗p???邱?Ƃɂ??܂????BAzure OpenAI Service?̓`???b?gAI?A?v???????@?\????????N???E?h?v???b?g?t?H?[???ł??B????ChatGPT?̊?ՂƂȂ??Ă????K?͌??ꃂ?f???Ɠ???GPT-3.5??GPT-4???g????̂????͂ł??B???Ȃ݂?Azure OpenAI Service?ł́A???ꂾ???łȂ??A?O?????????Whisper?Ƃ????????F???p??AI???f?????g?????̂Łi?Q?l?FMicrosoft Learn?????h?L???????g?uAzure OpenAI Service???g?????????e?L?X?g?ϊ? - Azure OpenAI?v?j?A?O??`????ō?낤?Ƃ??Ă???AI?\?????[?V?????́AAzure?ł܂Ƃ߂č?邱?Ƃ??\?ł??B
RAG?i?????g???????j?̎d?g?݂ƋZ?p?̑I??
?@???ɁA?`???b?gAI?A?v???Ɂu?c???^?̌????@?\?v??g?ݍ??݂܂??B?O???f?[?^?x?[?X?i??F?Ɩ??m???̃i???b?W?x?[?X?j????R???e?L?X?g?ɍ??킹???????????^?擾???邱?ƂŁA??K?͌??ꃂ?f???????O?Ɋw?K???Ă??Ȃ????i??F??ƓƎ??̋Ɩ????j???ł???i?悤?ɋ@?\?g???????????????́j?d?g?݂??ARAG?iRetrieval-Augmented Generation?F?????g???????j?ƌĂт܂??BRAG?̎d?g?݂??g?????`???b?gAI?A?v???̃A?[?L?e?N?`???[?́A??{?I?ɐ}3?̂悤?ɂȂ?܂??B
?@?}3?̗?????ȒP?ɐ??????܂??i?????????????A??????₷???d???j?B
- ?i1?j ????F ???[?U?[???A?`???b?gAI?A?v???Ɏ??????́B
- ?i2?j ?????F ?`???b?gAI?A?v???́y?????Łz?A??????e????Ƀf?[?^?x?[?X?i?i???b?W?x?[?X?j???????B
- ?i3?j ???ʃf?[?^?F ?`???b?gAI?A?v???́y?????Łz?A???????ʂ??擾?B
- ?i4?j ????{???ʃf?[?^?F ?`???b?gAI?A?v???́y?????Łz?A????ƌ??????ʂ??g???đ?K?͌??ꃂ?f???Ɏ???B
- ?i5?j ?F ?`???b?gAI?A?v???́y?????Łz?A????ɑ?????擾?B
- ?i6?j ?F ?`???b?gAI?A?v???́A???[?U?[?ɉ?\???B
?@?}3?Ŏ?????RAG?̎d?g?݂̍\?z?́AAzure OpenAI Service?ɂ??C??????悢?̂ŁA???ɓ???l????K?v?͂???܂???B?}?ɂ?????A?菇?????????肷??ƕ??G?Ɋ????邩??????܂??A??x?????Čo?????邱?Ƃł???ɗ??????[?܂?ł??傤?B
?@Azure OpenAI Service?ł͊?{?I?ɁA?O???f?[?^?x?[?X?i?i???b?W?x?[?X?j?Ƃ??āAAzure Cognitive Search?i?A?W???[???E?R?O?j?e?B?u?E?T?[?`?j?Ƃ????N???E?h?????T?[?r?X?ƁAAzure Blob Storage?i?A?W???[???E?u???u?E?X?g???[?W?j?Ƃ????N???E?h?X?g???[?W?T?[?r?X??g?ݍ??킹?Ďg???܂??B?ڂ????͌?q???܂??B
?@?Ƃ??????ƂŁA?J?????@??Z?p??I??ł??܂????B???́A???ۂɎ???ł??쐬???Ă????܂??B
4. ????ł?AI???쐬????F RAG?̗p?̃`???b?gAI?̌??܂?
?@Azure OpenAI Service?̍???̋@?\?A?b?v?f?[?g?ɔ????A?u??ʓ??e???ς??v?Ȃǂ̗??R?ŋL?ړ??e??????????\???????邽?߁A?{?e?ł͏ڍׂȎ菇???ȗ????܂??B???̑???A?d?v?ȃ|?C???g?????????????Ă????????܂??B?]???āA????̓??e?͎??ۂɎ?????Ď????K?v?͂???܂???B?L????ʂ??āA?`???b?gAI?̍쐬???g?^???h?̌????Ă??????????Ƃ?ڎw???܂??B
?@???ۂɎ?????Ď????Ă݂??????́A2023?N11??6?????݁A???O???uAzure OpenAI Service?ւ̃A?N?Z?X?\???v???K?v?ƂȂ?܂??i?Q?l?FMicrosoft Learn?????h?L???????g?uLimited access to Azure OpenAI Service?v?j?B?M?҂̏ꍇ?A?\???????ɂ͋????????܂????B
?@??p?ɂ??ẮA?{?e?̓??e?????H???????ʁA??35?~??????܂????B?ꌩ?A???z?Ɏv???܂????A?????T?[?r?X?uAzure Cognitive Search?v??Basic?i??{?j???x???́A?g?p???Ă??Ȃ????Ԃ?1???ԂŖ?20?~???????̂ŁA24???Ԃ??Ɩ?480?~??????܂??B???̂??߁A?T?[?r?X?̒?~??Y??Ȃ??悤?ɋC??t???Ă????????B
?@Azure OpenAI Service?𗘗p????ۂ̃A?N?Z?X?\?????p?͏??S?҂ɂƂ??ď????n?[?h????????????????܂??A??x?g?p???Ă݂?ƁA???̗????Ɗȕւ??ɋ?????邱?Ƃł??傤?B?????]?T??????A???Ў??ۂɑ̌????Ă݂Ă????????B
Azure OpenAI Service?̃??\?[?X???쐬????
?@?܂??AMicrosoft Azure?|?[?^???T?C?g?ihttps://portal.azure.com/?j?ɃA?N?Z?X???AAzure OpenAI Service?̃??\?[?X*4???쐬???܂??B?}4?́A?uRAG-for-ChatAI-RG?v?Ƃ??????O?́m???\?[?X ?O???[?v?n*5??V?K?ɍ쐬???A?uChatAI-Instance?v?Ƃ????m???O?n?Ń??\?[?X?̃C???X?^???X?i?????́j???쐬???Ă???Ƃ???ł??B?m???i???x???n?ł́A?uStandard S0?v?݂̂??I???\?ł????B
*4?@???\?[?X?Ƃ́AMicrosoft Azure?N???E?h?T?[?r?X?ŗ??p?ł???X?̃A?C?e???̂??ƁB
*5?@???\?[?X???܂Ƃ߂??O???[?v?????\?[?X?O???[?v?ƌĂԁB
?@??̓I?Ȏ菇?́AMicrosoft Learn?????h?L???????g?u??????@: Azure OpenAI Service ???\?[?X???쐬???ăf?v???C????v???Q?l?ɂ??Ă????????i???\?[?X?쐬???@?́m?|?[?^???n??I???j?B
Azure OpenAI Studio?Ń`???b?gAI???쐬????
?@???ɁAAzure OpenAI Studio?ihttps://oai.azure.com/?j?i?A?W???[???E?I?[?v???G?C?A?C?E?X?^?W?I?j?Ƃ???Web?c?[???i?}5?j?ɃA?N?Z?X???܂??B
?@?}5??Azure OpenAI Studio???J?????Ƃ???A?܂?g?b?v?y?[?W?ł??BAzure OpenAI Studio?̍????ɂ???m?Ǘ??n?z???́m?f?v???C?n?i?????f???̔z?u?j???N???b?N???܂??B????ɂ??\???????m?f?v???C?n?y?[?W?ŁA???̏㕔?ɂ???m?V?????f?v???C?̍쐬?n?i?}6?̈Â??????Ɍ????Ă??܂??j???N???b?N???܂??B????ɂ??\???????m???f???̃f?v???C?n?_?C?A???O?ŁA???f???₻?̃o?[?W??????I???ł??܂??B
?@?{?e?ł͐}6?̂悤?ɁA??蒷???e?L?X?g?i?g?[?N???j?̓??͂??\?ȁugpt-35-turbo-16k?v???f????I?????A?uChatAI-Model?v?Ƃ??????O?Ń??f???̃f?v???C???쐬???܂????B???Ȃ݂ɁA?ugpt-35-turbo?v???f????OpenAI?̒ʏ??GPT-3.5?ɑ??????܂??B2023?N11??6?????_?ŁAAzure OpenAI Studio?ł?GPT-4?̃??f???͑I???ł??Ȃ???Ԃł????B?m???f????I?????Ă????????n????́utext-embedding-ada-002?v?i?ڍ?q?j?Ƃ??????f?????I???\?ł????A????̓x?N?g?????????K?v?ȏꍇ?Ɏg?p???܂??B
?@?ȏ?ŁA?`???b?gAI?A?v???????????????????܂????B
?@Azure OpenAI Studio?̍????ɂ???m?v???C?O???E???h?n?z???́m?`???b?g?n???N???b?N????ƁA?m?`???b?g ?v???C?O???E???h?n?y?[?W???\??????܂??B?m?`???b?g ?v???C?O???E???h?n?y?[?W??Web?u???E?U?????????ĕ\??????ƁA?}7?̂悤?Ɂm?A?V?X?^???g?̃Z?b?g?A?b?v?n?m?`???b?g ?Z?b?V?????n?m?\???n?Ƃ????Z?N?V???????????тŕ\??????܂??B????Z?????ĕ\??????Əc???тɂȂ?A?X?N???[??????ɂ??Z?N?V???????ւ????܂??B?ȉ??ł͎????????₷???悤?ɏc???тɂ?????ԂŃX?N???[???L???v?`???[???Ă??܂??B
?@?}8?ł́A?m?`???b?g ?v???C?O???E???h?n?y?[?W???́m?`???b?g ?Z?b?V?????n?Z?N?V??????\?????Ă??܂??B?????ł́A???ۂɃ`???b?gAI?̓???????????Ƃ??ł??܂??B?}8?ł́A?u???r?̗p??Kaggler?g??p?ӂ???ƁA??Ƃɂ͂ǂ̂悤?ȃ????b?g??????܂????H?v?Ƃ???????𓊂??????Ă??܂??B
?@?m???ɁAChatGPT?̂悤?ȃ`???b?gAI???쐬?ł??܂????B?ȒP?ł????ˁB
?@???????A???ۂɑ??̐l?Ɏ????Ă??炤???߂ɂ́AWeb?A?v???Ƃ??Ẵf?v???C???K?v?ł??B?m?`???b?g ?v???C?O???E???h?n?y?[?W?̍ŏ㕔?ɂ???m?z?u??n?{?^???i?}9?̉E??Ɍ????Ă??܂??j????Web?A?v?????ȒP?ɍ쐬???ăf?v???C?ł??܂????A?{?e?ł̓v???C?O???E???h?ł̓???m?F?܂ł????????ƂƂ??܂??B?????Ő????????菇?ɂ??ďڂ?????Microsoft Learn?????h?L???????g?u?N?C?b?N?X?^?[?g: Azure OpenAI Service ?? GPT-35-Turbo ?? GPT-4 ???g???n?߂?v?i?g?p???@?́m?X?^?W?I?n??I???j???Q?Ƃ??Ă????????B
?@?}8?Ɏ?????Ă???͈?ʓI?Ȃ??̂ł??????A???̃X?e?b?v?ł?RAG?????p???ĉ?c?̋c???^?Ɋ?Â????Ǝ??̉???悤?ɂ??܂??B??̓I?ɂ́A?c???^?i?Ǝ????j?̌????@?\??lj???????@?????ɐ??????܂??B
?f?[?^?̒lj??iRAG?j???Z?b?g?A?b?v????
?@??قǂƓ????m?`???b?g?n?y?[?W?̍ŏ㕔?ɂ???m?A?V?X?^???g?̃Z?b?g?A?b?v?n???́m?f?[?^?̒lj? (?v???r???[)?n?^?u???J???ƁA???̉??ɂ???m?f?[?^?\?[?X?̒lj??n?{?^???i?}9?j????RAG?͊ȒP?ɃZ?b?g?A?b?v?ł??܂??B?ڂ????菇?́AMicrosoft Learn?????h?L???????g?u?N?C?b?N ?X?^?[?g: ?Ǝ??̃f?[?^???g?p???? Azure OpenAI ???f???ƃ`???b?g????v?i?g?p???@?́m?X?^?W?I?n??I???j???Q?l?ɂ??Ă????????B
?@???ɕ\???????_?C?A???O??ʂ́m?f?[?^?\?[?X??I??????n??????uAzure Blob Storage?v?uAzure Cognitive Search?v?uUpload files?i?t?@?C???̃A?b?v???[?h?j?v?̂????ꂩ??I???ł??܂??B????́uUpload files?v??I?????܂??????A????ɂ??Azure Blob Storage??Azure Cognitive Search?̑g?ݍ??킹???\??????܂??B?}10?????̍\????ł????AAzure Blob Storage?͐?قǂƓ????uRAG-for-ChatAI-RG?v???\?[?X?O???[?v???Ɂuragchataistorage?v?Ƃ????X?g???[?W?A?J?E???g???ŐV?K?쐬???AAzure Cognitive Search?͓????\?[?X?O???[?v???Ɂurag-chatai-search?v?Ƃ????T?[?r?X???Łm???i???x???n?Ɂu??{?v??I?????ĐV?K?쐬???܂????B
?@Azure Cognitive Search?́m???i???x???n?ɂ́uFree?i?????j?v??????܂????ARAG???g?p????ꍇ?́uBasic?i??{?j?v??uStandard?i?W???j?v?ȏオ?K?v?ł??B?O?q?????悤?ɁuBasic?i??{?j?v???x???̗??????u1???ԂŖ?20?~?v?i2023?N11??6?????݁j?ł??B
?@?Ō??Azure Blob Storage????????擾???Ē~?ρi???????C???f?b?N?X???쐬?j???邽?߂?Cognitive Search?̃C???f?b?N?X?????umeeting-logs-index?v?Ƃ??Đݒ肵?܂????i?}10?j?B????ɂ??A?uragchataistorage?v?X?g???[?W?A?J?E???g?Ɂufileupload-meeting-logs-index?v?Ƃ????i???????????????I?ɑ?????Ă???j???O?̃R???e?i?i??Windows OS?̃t?H???_?Ɠ????悤?Ȃ??́j???????쐬????܂??B
?Ǝ????i?c???^?j?t?@?C?????A?b?v???[?h????
?@?O??̋c???^AI?ŕ????N?????????e?̓e?L?X?g?t?@?C???Ƃ??āAAzure Blob Storage???̃R???e?i???ɃA?b?v???[?h???ĕۑ????܂??B????̃A?b?v???[?h?́A?}10?̎??̐ݒ?y?[?W?ŁA?}11?̂悤?ɋc???^?i?Ǝ????j?t?@?C???Q???h???b?O???h???b?v??Ɂm?t?@?C???̃A?b?v???[?h?n?{?^?????N???b?N???邾???ŁA?????̃t?@?C???Q???ufileupload-meeting-logs-index?v?R???e?i?ɊȒP?ɃA?b?v???[?h?ł??܂??B
?@???̗?ł́u??c?̋c???^.txt?v???A?b?v???[?h???܂??????A?M?҂??ȑO?Ɏ??M?????u??Ƃ́gKaggler?g?h???Ď??ۂǂ??Ȃ́H?v?Ƃ????C?x???g???|?[?g?L???̌??e?ő?p???܂????i???ǎ҂???????Ƃ??s???????ꍇ?́A???̋L???̃e?L?X?g???R?s?[???ăe?L?X?g?G?f?B?^?[?Ȃǂɓ\??t???AUTF-8?????R?[?h?Ńe?L?X?g?t?@?C???Ƃ??ĕۑ????Ďg???Ă????????j?B
?@Azure Blob Storage?̃R???e?i?ɃA?b?v???[?h???ꂽ?c???^?i?Ǝ????j?t?@?C???Q???AAzure Cognitive Search?̌????C???f?b?N?X?쐬?Ɏg???܂??B???????A?{?e?Ő????????悤?Ƀf?[?^?\?[?X???uUpload files?v?ɂ???ƁA?????A?lj??̓Ǝ????t?@?C?????A?b?v???[?h????悤?ȉ^?p?͂ł??܂???B
?@???X?̋c???^???A?b?v???[?h???āA????????Ԃ??ƁiHourly?j?^?????ƁiDaily?j?Ɏ????I?Ɏ擾???Ē~?ρi???????C???f?b?N?X???쐬?j???????ꍇ?́A??قǂ́m?f?[?^?\?[?X??I??????n???ŁuAzure Blob Storage?v??I??????K?v??????܂??B?Ȃ??A?I??????ɂ́A???O?Ɂi?Ⴆ?umeeting-logs?v?Ƃ??????O?Łj?R???e?i???蓮?쐬???Ă????K?v??????܂??B???Ƃ͂??̃R???e?i??ɁA?lj??̓Ǝ????t?@?C?????????A?A?b?v???[?h???Ă????????ł??B
?@????āu???ɂ??ׂ????Ɓv?Ƃ??āA?m?f?[?^?\?[?X??I??????n???ŁuAzure Blob Storage?v??I??????̂??????Ă݂?̂??悳?????ł??B
?@?}11?̎??̐ݒ?y?[?W?ł́m?????̎?ށn?Ƃ??āu?L?[???[?h?v???I???ł??܂??B????́A?悭????u?L?[???[?h?????v???Ӗ????܂??B
?@?O?q?????utext-embedding-ada-002?v???f???̃f?v???C???쐬???Ă????ꍇ?A?u?x?N?g???????v?i???????̓x?N?^?[?????j???I???ł??܂??B?x?N?g???ivector?j?Ƃ͐??w?̃x?N?g???̂??ƂŁA12?A34?A56?A78?A?c?c?̂悤?ɐ??l???????̂ł??B?e?L?X?g???x?N?g???ɕϊ????鏈???????ߍ????iembedding?j?ƌĂсA???̕ϊ????s?????߂̃??f?????utext-embedding-ada-002?v?Ƃ????킯?ł??B
?@?uRAG?v?Ƃ????u?x?N?g???????v??M?҂͎v???????ׂ܂????A?K???????x?N?g?????????L?[???[?h?????????D??Ă???킯?ł͂Ȃ??悤?ł??B?????h?L???????g?́u?????I?v?V?????v?̐??ɂ܂Ƃ߂??Ă??܂????AAzure OpenAI Service?ł́u?L?[???[?h?????{?x?N?g???????v?̃n?C?u???b?h???\?ł??B
?@????āu???ɂ??ׂ????Ɓv?Ƃ??āA?u?ǂ̌????I?v?V???????̗p????̂??K???v?ׂ?̂??悳?????ł??B
?@?ȏ?Ō????@?\?̒lj??????????܂????B????ł͊????????uRAG?̎d?g?݂??g?????`???b?gAI?v???????Ă݂܂??傤?B
RAG?̎d?g?݂??g?????`???b?gAI??????
?@?Ăсm?`???b?g ?Z?b?V?????n?܂ŃX?N???[?????āA?c???^?̓??e?????Ă???邩?ǂ????????Ă݂܂??B?????ł́uDeNA?ɂ?Kaggler?g?͂???܂????H?@????ꍇ?A?ǂ??𗧂??Ă??܂????H?v?Ǝ??₵?Ă݂܂????B
?@?}12?̉ɂ́u?Q?Ɓv?|?u?m1?n??c?̋c???^.txt - Part 5?v?Ƃ??????p?̃????N??????A??????N???b?N????ƈ??p?̊Y???ӏ????\??????܂??B???̂悤?ɁA?Ǝ????i???̗?ł́u?c???^?v?Ɍ????Ă??C?x???g???|?[?g?L???j?Ɋ?Â??ĉł???悤?ɂȂ?܂????B
?@???ꂾ???ł????p?I???Ɗ??????܂??ˁB????????ʓI?ɂ́ARAG?̗p?̃`???b?gAI?????\?ł͂Ȃ??A????̎d???Ȃǂɂ???Ďv?????悤?ɓK?ȉ??????Ȃ??ꍇ??????܂??B?ꍇ?ɂ???ẮA?K?ȉ邽?߂̍H?v???K?v?ɂȂ?܂??i?u?y???Џo?ŋL?O?zLangChain????w??LLM???g?????A?v???P?[?V?????̍H?v - Speaker Deck?v?Ƃ????v???[???????ɁuHyDE?v?uFLARE?v?Ƃ??????H?v?̎d?????Љ??Ă??܂??̂ŁA????????????͎Q?Ƃ??Ă????????j?B
?@????Ɉ?Ⴕ???????Ă??Ȃ??̂ŁA????Ȃ錟???K?v?ł??B??????u???ɂ??ׂ????Ɓv?ɂȂ?ł??傤?B
?@?????܂łɁu???ɂ??ׂ????Ɓv?Ƃ??ĉ??L??3?_???????܂????B
- ?m?f?[?^?\?[?X??I??????n???ŁuAzure Blob Storage?v??I??????̂?????
- ?u?ǂ̌????I?v?V???????̗p????̂??K???v??T??
- ??葽???̗?Ŏ????āA????Ȃ錟?????{????
?@????????????́A?????̉ۑ?ɂ????Ѓ`???????W???Ă݂Ă????????B?{?e?ł̎????AI?̍쐬?͂???????u?????܂Łv?Ƃ??܂??B
5. ?????ł?AI?̊J???Ɍ?????
?@??荂?x?ȋ@?\???`???b?gAI?A?v???Ɏ??????悤?Ƃ???A?Ǝ??̎??????e??LangChain??p?????v???O???~???O?Ȃǂ??K?v?ƂȂ?܂??B???̂??ߍŏI?I?ɂ́A???炪?v???O???~???O???w??Ŏ??????邩?AIT?G???W?j?A??AI???Ƃɍ?Ƃ??˗?????K?v??????ł??傤?B
?@????A???????͐????nAI?̈ꕔ??̌????܂????B?????nAI?ɋ??????????????́A?`???ŏЉ??Stable Diffusion??Stable Audio?Ȃǂ????x?͎????????Ŏ????Ă݂邱?Ƃ??????߂??܂??B
?@?O??????????܂??????A?????nAI???J?o?[?ł???͈͂͑????Ă??Ă???A???ʌnAI???????ł???^?X?N?̈ꕔ?͐????nAI?ł??????ł?????A?f?[?^???͂̍?Ƃ??Ⴆ??ChatGPT?́u???x?ȃf?[?^???́i??Code Interpreter?j?v?ł?????x?͎????I?ɏ????ł?????i?????^AI?G?[?W?F???g?Ƃ??Ă?܂??j???܂??BAI?͌??ݐi?s?`?Ŕ??W???Ă???A?ł??邱?Ƃ͂ǂ?ǂ?ς???Ă???ƍl?????܂??B
?@???????A???ǂ?AI???o?ꂷ??̂?҂??????邾???ł́A???܂ł??s?????N???????Ƃ͂ł??܂???B???ł??邱?ƂŁA?܂??͎??g?ނ̂??A?ǂ̃^?C?~???O?ł??x?X?g?ł͂Ȃ????Ǝv???܂??B?{?A?ڂł́u???́v?u???ʁv?u?????v?Ƃ????e?[?}??AI??̌????Ă??܂????B?????̑̌????A?F????̉?ЂɃ}?b?`????f?[?^??AI???p?̋N?_?ƂȂ??Ă?????ꂵ???ł??B
?@?ȏ?Ŗ{?A?ڂ͊????ł??B?Ō?܂œǂ?ł??????????肪?Ƃ????????܂????B
Copyright© Digital Advantage Corp. All Rights Reserved.
?A?C?e?B???f?B?A????̂??m?点
??IT eBook
???ڂ̃e?[?}
RSS?ɂ???
?A?C?e?B???f?B?AID?ɂ???
???[???}?K?W???o?^
??IT?̃??[???}?K?W???́A ???????A???ׂĖ????ł??B???Ѓ??[???}?K?W???????w?ǂ????????B
ITmedia?̓A?C?e?B???f?B?A??????Ђ̓o?^???W?ł??B
???f?B?A?ꗗ | ????SNS | ?L???ē? | ???₢???킹 | ?v???C?o?V?[?|???V?[ | RSS | ?^?c??? | ?̗p??? | ??????