KDDI Digital Divergence Groupã®ãããã§ãã·ã§ãã«ãèªããããŒã¿å©æŽ»çšãç»ååæAIéçºçŸå Žã§çŽé¢ãã課é¡è§£æ±ºã®æ¹æ³
ããŒã¿å©æŽ»çšãšAIã®å°å ¥ã¯ãDXãå®çŸããããã«ã¯äžå¯æ¬ ã ãšãã£ãŠãéèšã§ã¯ãªããã ããããŒã¿ã®å©æŽ»çšãAIã®å°å ¥ãããžã§ã¯ãã¯çŸåšé²è¡åœ¢ã§ãæåäºäŸãšããŠå ¬éãããŠãããã®ã¯å°ãªããããã§ããŒã¿å©æŽ»çšãAIéçºãªã©ãDXãå°æ¥ãšãããããã§ãã·ã§ãã«äŒæ¥äœãKDDI Digital Divergence Groupããã2人ã®ãããã§ãã·ã§ãã«ãç»å£ããçŸå Žã§çŽé¢ãã課é¡ãšãã®è§£æ±ºã¢ãããŒãã玹ä»ãããã¢ãŒã«ã€ãåç»
ããŒã¿åŠçã»åæã®ãé£ããããšãããããã

æ ªåŒäŒç€Ÿãã©ã€ãŠã£ãŒã«
ãããã¯ãéçºæ¬éšããã£ã¬ã¯ã¿ãŒãåç° éå¿æ°
æåã«ç»å£ããã®ã¯ããã©ã€ãŠã£ãŒã«ã®ãããã¯ãéçºæ¬éšãã£ã¬ã¯ã¿ãŒåç°éå¿æ°ã ããã©ã€ãŠã£ãŒã«ã¯ãã°ããŒãã«ã¬ãã«ã®çµéšã掻ãããããŒã¿ãšã³ãžãã¢ãªã³ã°å°éã®ã¹ã¿ãŒãã¢ããã§ãããã»ãã·ã§ã³ã¯ãããŒã¿åŠçã»åæã®ãã€ãããããããããããèŠãããžãã¹ããŒã¿ã®åãæ±ãã®é£ããããããŒãã«èªãããã
ãŸãåç°æ°ã¯ãããŒã¿åŠçã»åæã®ã€ããããããããèªãåã«ãæ¥æ¬äŒæ¥ã«ãããããžãã¹ããŒã¿æŽ»çšã®ç¶æ³ã«ã€ããŠè§£èª¬ãããIPAïŒæ å ±åŠçæšé²æ©æ§ïŒã2024幎6æã«çºè¡šãããDXåå2024ãã«ãããšãDXãžã®åãçµã¿ã§ææãåºããšçããæ¥æ¬äŒæ¥ã¯64.3ïŒ ãŸã§å¢å ããŠãããããç±³åœã«ã¯ãŸã 远ãã€ããŠããªãããšãåç°æ°ã¯èªãã

ãŸããDXã®åãçµã¿ã®é ç®å¥ææç¶æ³ãèŠãŠã¿ããšãã¢ããã°ç©çããŒã¿ã®ããžã¿ã«åãæ¥åã®å¹çåã«ããçç£æ§åäžã¯ç±³åœãšã®å·®ã¯å°ããã
ã ããã®äžæ¹ã§ãããããããžã¿ã«æè¡ã§ããžãã¹ã¢ãã«ããµãŒãã¹ãå€ããŠãããšãã䟡å€åµåºãå šäœã®æ¥åããã»ã¹ã®ããžã¿ã«åãªã©ã¯ããç±³åœãšå€§ããªå·®ãããããšåç°æ°ã¯èª¬æããã
ITå°é調æ»äŒç€Ÿã®Gartnerã2023幎10æã«çºè¡šãããæ¥æ¬ã«ãããããŒã¿æŽ»çšã®å®æ ãã«ãããšããååã«ææãåºãŠãããšçããäŒæ¥ã¯3ïŒ ããšå ±åãããŠããã

ããŸããŸãªäŒæ¥ã®ããŒã¿æŽ»çšã®æ¯æŽãããŠãããã©ã€ãŠã£ãŒã«ã§ã¯ãããŒã¿åŠçã«ãŸã€ãããã€ãããããããããããèç©ãããŠããããã®1ã€ã¯ãå€ãã®äŒæ¥ããé ãã£ãããŒã¿ã¯ããã®ãŸãŸåæãªã©ã«äœ¿ããããšã¯ãã»ãšãã©ãªãããšãã ãšèšãåãã
äŸãã°åºå¹¹ã·ã¹ãã ã®ããŒã¿ã掻çšããéã«ããã䜿ãããã®ãCSVãã¡ã€ã«ã§ããã
ãCSVã¯Excelãªã©ã«ã€ã³ããŒãããããã察å¿ããŒã«ãå€ããšããã¯äŸ¿å©ã§ãããæ¹èšããã£ãããã«ã©ã ã®å€ã®äžã«æ¹è¡ã³ãŒãããããã®ã«å¯Ÿå¿ã§ããªãã£ããããŸãåããªããããå€ããªãïŒnullïŒãArrayãªã©ã®æ§é ã衚çŸãã¥ãããªã©ã®äžäŸ¿ãªç¹ããããŸããïŒåç°æ°ïŒ

ãŸããããŒã¿ã®çš®é¡ãå€ãããšã課é¡ãšããŠæããããã
ãç¹ã«å€§äŒæ¥ã®ãããžã§ã¯ããæ¯æŽããŠãããšããŒã¿ã®çš®é¡ãå€ããå Žåã«ãã£ãŠã¯æ°çŸçš®é¡ã®ããŒã¿ã飿ºãããŠããããšããããŸããïŒåç°æ°ïŒ
ãã®ãããªç¶æ ã ãšãã©ãããŠãå¿ èŠãªæ å ±ã«ãã©ãçããŸã§ãããªãã®æéãããããäžã«ã¯å¿ èŠãªæ å ±ãšçµã¿åãããããã«å€ãã®ID倿ãå¿ èŠã«ãªã£ãããè€æ°ã®ãããã³ã°ããŒãã«ãã€ãªãåããããããŠãããããæ¬²ããæ å ±ãåŸããããšããã±ãŒã¹ãããã
ããŒã¿ã®çš®é¡ãå€ããªãçç±ã®äžã€ãããªã¹ã¯åæ£ã ããã»ãã¥ãªãã£å¯Ÿçã§ãããŠãµãŒãã¹ããšã«éãIDäœç³»ã䜿ãããšãããããããšãåç°æ°ããŸããåºåé ä¿¡ç³»ãªã©ã¯è€æ°ã·ã¹ãã ãçµç±ããããšãäžè¬çã§ãã©ãããŠãããŒã¿ã®çš®é¡ãå¢ããŠããŸããšããã

ãã®ã»ãã«ãExcelãã¡ã€ã«ãäºéå§çž®ãã¡ã€ã«ã巚倧ãªå§çž®ãã¡ã€ã«ãåºå®é·ãã¡ã€ã«ãªã©ãæ±ãã¥ãããã¡ã€ã«ãããããããããã¯å°éã«å¯Ÿå¿ããŠãããããªãããšåç°æ°ã¯èªãã
次ã«åç°æ°ãæããã®ã¯ãéçºçšããŒã¿ããªããŠå°ãããšã ã仿§æžã®ã¿ã§éçºããããããŒã¿ã䜿ããªããéçºããæ¹ãå¹ççã ããéçºçšããŒã¿ããªããããšãã£ãŠãå®éã®ããŒã¿ã䜿ãããšã¯é£ããå Žåãããã
ãå人æ å ±ãå«ãããŒã¿ã¯ãã®ä»£è¡šäŸããšãåç°æ°ã¯ææããããã®ãããªå Žåã®å¯Ÿå¿çãšããŠã¯ããããŒããŒã¿ãäœæããããå®éã®ããŒã¿ã®äžéšãããã·ã¥åãªã©ã§å€æããå¿ èŠãããã
ãããŒããŒã¿ã®äœæã¯ãçæAIãæŽ»çšããŠãããšãããããŒã¿å®çŸ©æžãLLMã«èªãŸããCSVãã¡ã€ã«ãçæããã®ã§ããããŸããããŒããŒã¿ä»¥å€ã«ããããŒãã«å®çŸ©æžããã®DDLã¯ãšãªãdbtã®YAMLãã¡ã€ã«ãçæããããšãã§ããã
ãããã³ããã工倫ããã°ããããªã¢ã«ãªåæããŒã¿çæãªã©ã§ãããšæããŸããïŒåç°æ°ïŒ

ããã«ãããŒã¿ã®ããªããŒã·ã§ã³ïŒåŠ¥åœæ§ã®ç¢ºèªïŒããããããªåœ¢ãããã®ã§ãããããã©ããã£ãŠçµã¿èŸŒããã¯å€§åãªèŠçŽ ããšãåç°æ°ã¯èšãã
äŸãã°ãExcelãã¡ã€ã«ã¯äººãäœæãä¿®æ£ãããã®ã§ãè¡šèšæºããåè§ã¹ããŒã¹ãå ¥ã£ãŠããããæ°å€ãææ°è¡šèšã«ãªã£ãŠããããããäžèº«ãå€ã§ã¯ãªããŠæ°åŒã«ãªã£ãŠãããªã©ãæ³å®å€ã®å ¥åãå ¥ã£ãŠããå¯èœæ§ãããããã ã
Excelãã¡ã€ã«ã®å Žåã¯äžæŠããã¹ãŠã®ã»ã«ãæååãšããŠèªã¿ãããªããŒã·ã§ã³ããããããã®åŸãæ£èŠåããŠããŒããããšããçµã¿èŸŒã¿åãããã
ãããªããŒã·ã§ã³ã§éèŠã«ãªãã®ã¯ããçµæãããŒã¿æäŸå ã«äŒããããšãã§ããïŒåç°æ°ïŒ
ãã©ã€ãŠã£ãŒã«ã§ã¯ãèªåçã«ã¡ãã»ãŒãžãéä¿¡ããããã«ãSlackãã£ã³ãã«ã§æ å ±ãå ±æãããªã©ã®ä»çµã¿ãåãå ¥ããŠãããšããã
ãåé¡ç¹ãããããããäŒããã®ã¯å€§å€ãªããšãªã®ã§ããã®èŸºã«ã€ããŠã¯å·¥å€«ãå¿ èŠã«ãªããŸããïŒåç°æ°ïŒ
ç¶ããŠèªãããã®ã¯ããããŒã¿ç®¡çã人åã«ãªã£ãŠããããšãã ãåç€Ÿãæ¯æŽããäŒæ¥ã®äžã«ã¯ãååãã¹ã¿ãŒãªã©ã®Excelãã¡ã€ã«ãåå¶æ¥æ åœè ãããŒã«ã«PCã§ç®¡çããŠãããå¯äžã®æ å ±æºãšããŠã®ããŒã¿ãååšããªãã£ãã
ããããèŠç©ããã¯åèªã®Excelãã¡ã€ã«ããäœæããŠãããååæ å ±ã倿Žããããã³ã«åèªã®Excelãã¡ã€ã«ãæŽæ°ããŠãããšããããèŠç©äŸ¡æ Œã®æ±ºå®ã¯åå¶æ¥æ åœè ã®ç§äŒã®ã¿ã¬ç¶æ ã«ãªã£ãŠããããšãåç°æ°ã¯æããã

â ææã«ã€ãªããããŒã¿æŽ»çšãšã¯
ãã®ãããªç¶æ³ã解決ãããããåç°æ°ãã¡ã¯çŸå Žæ åœè ã«ãã¢ãªã³ã°ãè¡ã£ãããã®äžã§ãããŒã¿ç®¡çãäžå åããããŒã¿åºç€ãšãçŸå Žã¡ã³ããŒãExcelã§å®æœããŠããæ¥åã代æ¿ããWebã¢ããªãæ§ç¯ãèŠç©ãããæ³šæå¯Ÿå¿ã®å±äººåãæããŠæ¥åå¹çåãå®çŸããã

ããŒã¿åŠçã«ãŸã€ãããã€ããããããããããããããããããã«ãææã«ã€ãªããããŒã¿æŽ»çšãã§ããªãèæ¯ã«ã¯ãçµç¹ããšã«ç°ãªãè€æ°ã®ã·ã¹ãã ãã»ãã¥ãªãã£ããã©ã€ãã·ãŒã®èŠä»¶ãããã
ããã«ãæ¬çªããŒã¿ãéçºãæ€èšŒã«å©çšã§ããªããã·ã¹ãã åãããŠããªãæ¥åãããããªã©ãããžãã¹ããŒã¿ã®åãæ±ãã®é£ããããããšããããã ããšã¯ãããããŒã¿æŽ»çšã§å šç€Ÿçã«ååãªææãåŸãããã«ã¯ããããã®é£ããã«ç«ã¡åãã£ãŠãããããªãã
ãã®æ¹æ³ã®ïŒã€ããããæ¹ã®ãã³ãã¬ãŒããäœããã©ã€ãã©ãªã«ãããLLMãªã©æ°ãããã¯ãããžãŒã掻çšãããªã©ãã€ãããä¹ãè¶ããå°éãªå¹çåãããããšã ã
2ã€ç®ã¯ãçŸå Žãæ¥åãçè§£ããããšã ã3ã€ç®ã¯ããŒã¿ãéããŠã€ãªããããšãããŒã¿åºç€ãã§ããã°ã掻çšã¯å éããããã ã
ãããŒã¿ãéããŠã€ãªããéã«ãã€ã³ããšãªãã®ããããŒã¿ãšã¢ããªã±ãŒã·ã§ã³ãåããŠèããããšããããããšããŒã¿ã®åå©çšããããããªãããšãåç°æ°ã¯ã¢ããã€ã¹ããã»ãã·ã§ã³ãç· ããã

ç»ååæ AI ã®éçºã§å®éã«çŽé¢ãã課é¡ãšã¢ãããŒã

ã¢ã€ã¬ããæ ªåŒäŒç€Ÿ
ã¢ãžã£ã€ã«äºæ¥éšãéçºãšã³ãžãã¢å
Œã¹ã¯ã©ã ãã¹ã¿ãŒãçè¡ æ·³èŒæ°
ç¶ããŠç»å£ããã®ã¯ãã¢ã€ã¬ããã®éçºãšã³ãžãã¢å Œã¹ã¯ã©ã ãã¹ã¿ãŒçè¡æ·³èŒæ°ã ãã¢ã€ã¬ããã¯ãåœå ã代衚ããã¯ã©ãŠãã€ã³ãã°ã¬ãŒã¿ãŒã§ãç»åè§£æãçæAIãªã©ããŸããŸãªAIåéã«ææŠããŠãããGoogle CloudçæAIãœãªã¥ãŒã·ã§ã³æ¯æŽããŒãããŒãAWSã®ãã¬ãã¢ã³ã³ãµã«ãã£ã³ã°ããŒãããŒã«èªå®ãããŠããã
çè¡æ°ã®ã»ãã·ã§ã³ã¿ã€ãã«ã¯ãç»ååæ AI ã®éçºã§å®éã«çŽé¢ãã課é¡ãšã¢ãããŒããããã®äºäŸãšããŠç޹ä»ãããã®ãã倧æçµãšãKDDIã¹ããŒããããŒã³ã®2瀟ãšã®å ±åéçºã«ããã空æ®ç»åããã®å·¥äºé²æè§£æããããžã§ã¯ãã ã
åãããžã§ã¯ãã®ç®çã¯ããããŒã³ãæ®åœ±ããç»åãåºã«ãå·¥äºã®é²æãæ©æ¢°åŠç¿ã§èªåè§£æããããšã§ããã

ãã®èæ¯ã«ã¯åŽå人å£ã®æžå°ããããšããã
ããã®ãããªä»çµã¿ã§ããã°ã建èšçŸå Žãªã©äººéãç«ã¡å ¥ãã«ããç°å¢ã§ã容æã«å®å šã«ç®¡çã§ããå šäœã俯ç°ãã鲿ã®å¯èŠåãå¯èœã«ãªããŸãã
äŸãã°ãé路工äºã«æŽ»çšããã°ãäœå²ãŸã§ã§ããŠããã®ããªã©ãæ€åºããããšãã§ããŸããäžæ°ã«å»ºèšæ¥çã§ã®æŽ»çšã®å¯èœæ§ãåºãããããžã§ã¯ãã§ããïŒçè¡æ°ïŒ
å®éã®ãããžã§ã¯ãã§ã¯ã空æ®ç»åããã®å·¥äºé²æè§£æãAmazon SageMakeräžã§AIã¢ãã«æ§ç¯ããèšç·ŽããŒã¿ãçšããŠãã¬ãŒãã³ã°ããäžã§ãåŽæºãªã©ã®å»ºç¯ç©ãèªèããããããããç«ãŠãèšç»ã«å¯Ÿããã©ããŸã§é²æããããè§£æãããããããæ¬¡ã®åçã ã

ãçµæãšããŠãç¹å®ã®ç©äœã®æ€åºã«å¯ŸããŠãäžè¬çãªèšç·Žæžã¿ã¢ãã«ãããé«ãç²ŸåºŠã®æ€åºãã§ããŸããããŸãã倩æ°ã®å€åãæ®åœ±äœçœ®ã®å€åã«å¯ŸããŠããæè»ã«å¯Ÿå¿å¯èœãªç©äœæ€åºãè¡ããããã«ãªããŸãããïŒçè¡æ°ïŒ
ã¢ãã«ã®éžå®ææ³ã«ã€ããŠã玹ä»ããããç©äœæ€åºã«éžå®ããææ³ã¯ãDNNïŒãã£ãŒããã¥ãŒã©ã«ãããã¯ãŒã¯ïŒæ·±å±€åŠç¿ïŒã䜿ã£ãFasterRCNNãšããã¢ã«ãŽãªãºã ã ããã¹ã¯é åã®æ€åºã«ã€ããŠã¯ãFasterRCNNãšã¯ç°ãªãDNNã¢ãã«ãéžå®ããã
â ãããŒã³æ®åœ±ç»åã®è§£æã«DNNãæ¡çšããçç±ãææãšèª²é¡
ãªããDNNãéžå®ããã®ããçè¡æ°ã¯ããã®çç±ã«ã€ããŠããããŒã³ã§ã®æ®åœ±å°ç¹ã¯åäžã®ä¿èšŒã¯ãªããæ°cmã¯ãããããšãããããã ãšè§£èª¬ããã
ããã ãã§ã¯ãªãããã ã建èšçŸå Žãªã©ãé·æçãã€å±å€ã®ãããžã§ã¯ãã¯ã倩æ°ãå£ç¯ã«ãã£ãŠæ®åœ±ç»åã®è²çžã®å€åãé¡èã«è¡šãããšããã
ããã®åæãããšã«æ¶å»æ³ã§æ¹æ³ãéå®ããDNNãæ¡æããŸãããïŒçè¡æ°ïŒ
ãã¹ã¯é åã®æ€åºçšã®ã¢ãã«ãéžå®ããçç±ã«ã€ããŠã¯ã空æ®ç»åã®è§£å床ã现ããããªãšãŒã·ã§ã³ã«å¯ãã ç©ã§ãããç©äœã®ãµã€ãºã®éããè§£éå¯èœãªã¢ãã«ãæ¡çšããå¿ èŠããã£ãããã ã
Semantic Segmentationã«å¯Ÿå¿ããã¢ãã«ãå°ãªããUnetãæ¯èŒå¯Ÿè±¡ãšããããç°ãªãã¢ãã«ãéžåºããã

å®è£ æã®èª²é¡ã«ã€ããŠã玹ä»ãããããŸãã¯æ€åºäžã®èª²é¡ã ãããã¯ã粟床ã®åé¡ããšãçè¡æ°ã¯èªããäžè¬çã«å ¬éãããŠããç©äœæ€åºã¢ãã«ã§ã¯ã空æ®ã§ã®æ€åºã«ãããããŠãããã察å¿ã§ããªãã£ãã®ã ã

次ã®èª²é¡ã¯ãç»åäžã§æ€åºå¯Ÿè±¡ãèŠãç©äœãããããšã ãããã«é¡äŒŒã®èŠãç®ã®ãã®ã¯ããã®ç©äœã®åšå²ãAIã¢ãã«æ¬¡ç¬¬ã§ã¯ãããæ€åºãé£ãããªããšãã課é¡ããã£ãã
ãããã®èª²é¡ã«å¯Ÿå¿ããã¢ãããŒããšããŠã¯ãèšç·Žç»åãçšæããŠæ€åºãè¡ãããšã§ãããé¡äŒŒã®èŠãç®ãæ€åºå¯Ÿè±¡ãšããŠãŸãšããããå¥å¯Ÿè±¡ãšãã¹ãããèšç®åŒããèæ ®ããã©ãã«ã®åæšéžæãè¡ãã
次ã«ãç©äœã®äžã«ç©äœãä¹ã£ããªããžã§ã¯ããæ€åºãå¿ èŠãªå Žåãããããããã¯ã»ã«éãããçšåºŠè£å®ããããžãã¯ãå¥ã§çµãããšãè¡ã£ãã

ä»åã®ãããžã§ã¯ãã§ã¯ãåŽæºã®äžã«èµ€ãã«ã©ãŒã³ãŒã³ããããšãåŽæºã®æ€åºãé£ããã£ããšããã
ãè§£å床ãèœãšããšãã«ã©ãŒã³ãŒã³ã«ãã£ãŠåããããéšåãæ°ã«ãªããªããªããŸãããããã匷åŒãªããžãã¯ã䜿ã£ãŠå¯Ÿå¿ããŸãããïŒçè¡æ°ïŒ
ãŸããæ®åœ±æå»ãææã倩æ°ãªã©ã«ãã£ãŠãæ®åœ±åçã«åœ±ãå€ããšæ€åºç²ŸåºŠãå€åãããšãã課é¡ã«å¯ŸããŠã¯ãããŒã¿ã«è²çžã®éãããŒã¿ã远å ãã圢ã§ããªãŒã®ã¥ã¡ã³ããŒã·ã§ã³ïŒããŒã¿æ¡åŒµïŒãè¡ã£ãã
æè»ã«å¯Ÿå¿ããããšãå¯èœã«ããã¢ãããŒãããããã¯äºååŠçãšããŠãåœ±ãæ¶ãAIãå¥éçšæãããªã©ã®ã¢ãããŒããããã
ãAIãååŠçãããŠãã®ç»åããAIãæ€åºãããšããããã¢ãã¯ãªæ¹æ³ããããŸããïŒçè¡æ°ïŒ
å€§èŠæš¡ãµã€ãºã®ç»åãæ±ãéã®èª²é¡ã¯ã端ã®éšåã»ã©æªã¿ã®åœ±é¿ãåºãããããšã ããã®èª²é¡ãžã®ã¢ãããŒããšããŠã¯ãçè¡æ°ã¯ä»¥äžã®ããã«èªã£ãŠããã
ãæªã¿ã®åœ±é¿ã匷ãåãããã端ã®ç»åãåãæšãŠãããšã§ãããããŠãåãæšãŠãŠãè¯ãããã客ãããšè©±ãããŠã確èªãåãããšã倧äºã§ããç§ãã¡ã¯æ¯é±ãå®äŸã§ããŒãã£ã³ã°æéãèšããããžãã¹èŠä»¶ã®å ±æãããŠããŸãããïŒçè¡æ°ïŒ
次ã«ç»åã®è§£å床ãšãèšç·Žå¯èœãªç»åãµã€ãºãäž¡æ¹æ³å®ã«å ¥ããç»åã®åå²ãããµã€ãºãšæ€åºããç»åã®ãµã€ãºã蚱容å¯èœãªãµã€ãºãšããŠæ€èšãããåºå®ããäžã§èšç·Žããã®ã§ããã

å®è£ å·¥æ°ã®èª²é¡ã®äžã€ã¯ãèšç·ŽããŒã¿ã¯ã©ãã«åããå°ãç°ãªã£ãããã©ãã«ä»ãã®ãã¹ãããã ãã§æ€åºç²ŸåºŠãžã®åœ±é¿ã倧ãããªã£ããããã±ãŒã¹ãããããšã ããŸããç©äœæ€åºãšSemantic Segmentationã§ã¯ãèšç·ŽããŒã¿ã®äœæã³ã¹ãã倧ããç°ãªãããšã課é¡ãšãªãã
ãã®èª²é¡ãžã®ã¢ãããŒããšããŠã¯ããŸãã¯æ€åºå¯Ÿè±¡ã®ç²Ÿæ»ãè¡ãããšããããŠããŸãã«ããç»åã«è¡šç€ºãããªãã¢ãã¯ãã©ãã«ä»ããè¡ããªãããšã ãããã«ãããäžã€ã®ã¢ãããŒããšããŠæçšãªã®ãã以äžã ãšããã
ãèšç·ŽããŒã¿ãå°ãªãããããã転移åŠç¿ãçšããããããçšåºŠæ ¹æ ãçŽæã«åºã¥ããèšç·ŽããŒã¿ã®æ¡åŒµãè¡ã£ããããããšã§ãã転移åŠç¿ã¯èšç·Žãæžããã®ã«äŸ¿å©ãªã®ã§ããã²ãçãã調ã¹ãŠãã£ãŠã¿ãŠãã ãããïŒçè¡æ°ïŒ

DNN以å€ã«ãèããæŽ»ç𿹿³ãšããŠã¯ãå·®åè§£æãé¡äŒŒåºŠæ¯èŒãè²çžæ¯èŒãªã©ã ãšããã
ãäŸãã°ã差忝èŒã¯éåžžã«ææã«å·®åãååŸããã®ã§ãæ°cmããããããŒã³ã«ã¯äœ¿ããªããé¡äŒŒåºŠæ¯èŒããå ãå£ç¯ã®å€åããã¹ãŠå€åç¹ãšããŠååŸããŠããŸãã®ã§ãããŒã³ã«ã¯äœ¿ããªããè²çžæ¯èŒãéªãéã£ãããå€ã®æ¥å·®ãã«ãã£ãŠè²çžãå€ãã£ããããããšãããã®ã§ãå³ãã倿ã«ãªããŸãããïŒçè¡æ°ïŒ
ã¢ã€ã¬ããã§ã¯ãAIç»åè§£æã«ãããããžãã¹ã®çºå±ããšãããµãŒãã¹ãµã€ããçšæããŠããããèå³ã®ããæ¹ã¯ãã²ããã§ãã¯ããŠã»ããããšèªããã»ãã·ã§ã³ãç· ããã
倿°ã®è³ªåãå¯ããããQ&Aã¿ã€ã
æåŸã®Q&Aã»ãã·ã§ã³ã§ã¯ãä»åç»å£ããäºäººã«åå è ããããŸããŸãªè³ªåãæãããããããããã€ã玹ä»ãããã
QïŒããŒã¿å©æŽ»çšã®ã€ã¡ãŒãžããªãç¶æ ã§æºãŸã£ãŠãã倧éããŒã¿ã掻çšããéã«ã顧客ãšã®ã³ãã¥ãã±ãŒã·ã§ã³ã«ãããŠæ°ãã€ããããšã»ããŠããŠã»æŽ»çšã®ç³žå£ã®èŠã€ãæ¹ã«ã€ããŠ
åç°ïŒãŸãã¯å¯èŠåããããšã§ããäŸãã°æ©æ¢°åŠç¿ã®ã¢ãã«ãçµããããªããŒã¿ã§ããã°ãããããäºæž¬ãã§ãããªã©ã掻çšã®ã€ã¡ãŒãžãæã£ãŠããããŸãããã®éãæ°ãã€ããããšã¯ã¹ã¢ãŒã«ãŠã£ã³ïŒå°ããªæåïŒãåŸããããããªãã®ã«ããããšã次ã«ç¹ãããªããšãäºç®ãåããªãããã§ãã
QïŒAIãªã©ã®åéã¯ããã£ãŠã¿ãªããšããããªãããšãå€ããæ¡ä»¶ãããžãã¹ãšããŠè«ãè² ãã«ã¯ãªã¹ã¯ããããšæããã忳𿮵éãèšè𿮵éã§æ°ãã€ããŠããããšã¯ïŒ
çè¡ïŒããŒã¹ã®çŽæããã€ã€ããã£ãŠã¿ãªããšåãããªãç¯å²ã2ã€ã®ã¹ããŒãžã«åããŠãææ¡ãããããšã§ããé£æåºŠã¯é«ãããããã工倫ãšããŠã¯ãããããã§ãããå®äŸã§å®æçã«æã¡åãããããŠãããžãã¹èŠä»¶ã®èª¿æ»ã𿩿¢°åŠç¿ã®ç²ŸåºŠãå ±æããããããã«ããŠãã客ããŸã«å¯ŸããŠèª æã倧äºã«ãªããŸãã
QïŒAGIïŒäººå·¥æ±çšç¥èœïŒããæ±çšçã§ã¯ãªãäœãã«ç¹åããçæAIã¯ã©ãçãæ®ã£ãŠãããšæãã
åç°ïŒããŒã¿ã®åŠçã§èšããšãåã蟌ãã ããæŽ»çšãããããŠãŒã¶ãŒã®èª²é¡ã«å¯ŸããŠè³ªåã«å¯ŸããŠçæAIã§è¿ãããšã¯ãããŒã¿ã®åŠçã«ã掻çšãããããã«ãªããšæããŸãã倿ãããšããã«ãªããšããã¡ã€ã³ç¥èãå¿ èŠã«ãªããããå°ããžã§ããªãã¯ãªãã®ãåºãŠãããšã察å¿ã§ããã®ã§ã¯ãšæåŸ ãããŠããŸãã
çè¡ïŒAIéçºã®å€§å€æ°ã¯æ±çšçãªãã®ãžã®ã¢ãããŒãã«ãªã£ãŠããã®ã§ãããã¢ãã¯ãªãšããã«æãåºãããšã¯äžã€ã®çãæ®ãã®æãããããŸãããç»ååæã«é¢ããŠã¯ãAGIã¯ãŸã 匷ããªãã®ã§ãããå°ãæéãããããšæããŸãã
KDDI Digital Divergence Holdingsæ ªåŒäŒç€Ÿ
https://www.kddi-digital.com/
KDDI Digital Divergence Groupãæ¡çšæ
å ±
https://www.kddi-digital.com/recruit/
ããããã€ãã³ã
é¢é£ããã€ãã³ã

ããŒã¿å©æŽ»çšãšç»ååæAIéçºã®èª²é¡è§£æ±ºäºäŸé - DXãæåã«å°ãã...
2024幎07æ18æ¥ (æš)ããããã®èšäº

Honda SENSINGãåµãããŒã¿åæçµç¹ãšæå 端AIæè¡ãšã¯ââãèªç¥ã»äºæž¬ã»å€æãã®è£åŽãšéçºæåç·

瀟äŒé©æ°ã«æãã ä»å°ã®ãªãŒããŒãã¡ãèªããç£æ¥ã»ç€ŸäŒã»äºæ¥ã®èª²é¡è§£æ±ºãã«ãã¯ãããžãŒãå¿ èŠãªçç±ãšã¯









