ð¢å¹Žå2500äžïŒVPoAIåè£ð¢AI掻çšãããªãããçµå¶æŠç¥ã»çµç¹èšèšã»å®è£ æšé²ããªãŒãïŒ
1500~2500äž
äŒæ¥åéå ¬é
æ±äº¬éœæž¯åº
1500~2500äž
äŒæ¥åéå ¬é
æ±äº¬éœæž¯åº
ããŒã¿ãµã€ãšã³ãã£ã¹ã
ããŒã¿è²¬ä»»è /CDO/Chief Data Officer
ããžã¿ã«è²¬ä»»è /CDO/Chief Digital Officer
ãAI ERPæ§æ³ãã®å®çŸã«åããŠããããã¯ãéçºïŒAI-PdMïŒãæ¥åå€é©ïŒAIãªãã¬ãŒã·ã§ã³ïŒã顧客æåïŒAIãµã¯ã»ã¹ïŒã®åé åã§AI掻çšãæ¬æ ŒåããŠããŸãã ãããã®åãçµã¿ãå šç€Ÿæšªæã§æšé²ããããã«ã ãVPoAIåè£ïŒVice President of AIïŒãããžã·ã§ã³ãæ°èš ããŸãã ãã®ããžã·ã§ã³ã¯ãAIãèµ·ç¹ãšãããããã¯ãã»ãªãã¬ãŒã·ã§ã³ã»ã«ã¹ã¿ããŒãµã¯ã»ã¹ã®3é åãçµ±æ¬ããçµå¶æŠç¥ã«åºã¥ãAI掻çšã®æ¹åæ§ã瀺ããªãããçµç¹èšèšã»äººæè²æã»å®è£ æšé²ããªãŒãããŠãã責任ããç«å Žã§ãã åŒç€Ÿã«ãããAIã®ç䟡ã¯ãæ¥åã®ä»£æ¿ãã§ã¯ãªããæææ±ºå®ã®é«åºŠåãââ åãªãããŒã«å°å ¥ã§ã¯ãªããçµç¹ã»æåã»ããã»ã¹ãå€é©ããâAIãã©ã³ã¹ãã©ãŒã¡ãŒã·ã§ã³âãæ ã£ãŠããã ããŸãã
AIïŒããŒã¿ïŒæ¥åå€é©ïŒãããã¯ãéçºã®ããããã§æŠç¥èšèšã»çµ±æ¬çµéšãæã€æ¹ è€æ°çµç¹ã»è·èœïŒPdMãDevãBizãCSãªã©ïŒã暪æããŠæšé²ããçµéš çµç¹ãããžã¡ã³ãïŒäººæè²æçµéšïŒè€æ°å以äžïŒ çµå¶å±€ãšã®ååïŒå ±åçµéšïŒCxOçŽäžã§ã®å®åçµéšïŒ çæAIïŒMLïŒRPAãªã©ãžã®æ·±ãé¢å¿ãšäžå®ã®æè¡çè§£
1,500äžåã2,500äžå
æ ã³ã¢ã¿ã€ã (10:00ã15:00)
æ±äº¬éœæž¯åº
åšå® å€å ãªã¢ãŒãã¯ãŒã¯å¯ åºç£ã»è²å æ¯æŽå¶åºŠ è³æ ŒååŸæ¯æŽå¶åºŠ ç ä¿®æ¯æŽå¶åºŠ ã¹ããã¯ãªãã·ã§ã³
æçµæŽæ°æ¥ïŒÂ
780~1030äž
ãè·åæŠèŠã ã»æ¥çã»äŒæ¥ã®èª²é¡ææ¡åã³ãã®èª²é¡è§£æ±ºã®ããã®ããžã¿ã«åã»DXææ¡ãç«æ¡ã»å®è·µ ã»ç€Ÿå é¢é£éšé(å¶æ¥ãç ç©¶ãé¢é£ã°ã«ãŒãäŒç€Ÿç)ãšé£æºããææéçºãœãªã¥ãŒã·ã§ã³ãæšé² ã»ææéçºãœãªã¥ãŒã·ã§ã³ã®ãšã³ãã³ã¹(ããžãã¹ãã¶ã€ã³ã®å ·çŸååã³åœè©²ãã¶ã€ã³ã®äºæ¥å)ãå®è·µ ããä»»ããããæ¥åã ã»ã客ããŸã®ããžãã¹èª²é¡ã®ãã¢ãªã³ã° ã»èª²é¡è§£æ±ºã«åãããœãªã¥ãŒã·ã§ã³ã®ç«æ¡ãšææ¡ ã»ã客ããŸããŒã¿åæã«ããããžãã¹ã€ã³ãµã€ãã®æäŸ ã»æ©æ¢°åŠç¿ã¢ãã«ã®èšèšãæ§ç¯ãå®è£ ããã¥ãŒãã³ã° å®è£ ããæ©æ¢°åŠç¿ã¢ãã«ã¯ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŒã¿ãšã³ãžãã¢ã飿ºããŠãµãŒãã¹éçºãè¡ããSaaSæäŸãŸã§äžæ°éè²«ã§ææããŸãã ãè·å詳现ã â åæ³šå掻å ã»ææéçº/MIã»PIã®ãã¡ã€ã³ãã¬ããžã掻ãããã客ããŸãžã®ææ¡æŽ»å ã»åŠäŒãç ç©¶äŒãžã®åå ãè«æã»ç¹èš±ã®å·ç â¡ãããžã§ã¯ãã®ç«ã¡äžã ã»ã客ããŸãžã®ãã¢ãªã³ã°ã課é¡åæãä»®èª¬ç«æ¡ ã»èª²é¡è§£æ±ºæ¹éã®èšèšã»ææ¡ ã»ããžãã¹ã€ã³ãµã€ãã®å°åº â¢ããŒã¿åæã»è©äŸ¡ ã»æ©æ¢°åŠç¿ãAIãæŽ»çšããã客ããŸææããŒã¿ã®åæ ã»æ©æ¢°åŠç¿ãAIã®èšèšãæ§ç¯ãå®è£ ããã¥ãŒãã³ã° ã»åæçµæã®å ±åãšææéçºæéãããžãã¹ã€ã³ãµã€ãã®ææ¡ ã»ã客ããŸç€Ÿå ã§ã®ããŒã¿å©æŽ»çšã³ã³ãµã«ãã£ã³ã° â£ãµãŒãã¹ç§»è¡ã»éçš ã»ææããŒã¿åæåºç€ãžã®åææ©èœã®å®è£ (ããŒã¿ãšã³ãžãã¢ãšé£æº) ã»ææããŒã¿åæåºç€ã®æŽ»çšã³ã³ãµã«ãã£ã³ã° â»ããžã·ã§ã³ã«ã€ããŠã¯ãææéçºã»ããŒã¿ãµã€ãšã³ã¹ã»ããŒã¿ãšã³ãžãã¢ãªã³ã°çãå¿åè ã®æ¹ã®ãçµéšåã³ãã£ãªã¢å¿åçãèžãŸããŠãå ·äœçãªæ€èšãè¡ããŸãã ãããžã·ã§ã³ã®é åã»ããããã»ãã£ãªã¢ãã¹ã ã»ã客ããŸã®ææéçºã«å¯Ÿãã課é¡ã«å¯ŸããŠãããŒã¿ããŒã¹ãæ©æ¢°åŠç¿ãAIãªã©ã掻çšããããšã«ãã£ãŠãå¹ççãªææéžå®ããã³æ§èœæ€èšŒãå®çŸããã解決çãæç€ºããã客ããŸã®çç£æ§åäžã«å¯äžã§ããããšãé åã§ãããããããã§ãã ç¹ã«é£ãã課é¡ã«å¯ŸããŠã客ããŸã«è§£æ±ºçãæç€ºã§ããã客ããŸããæè¬ããããšãã¯å€§ããªæºè¶³æãåŸãããŸãã ããã«èªåã®è§£æ±ºçãçãšãã«ã®ãŒãäºé žåççŽ æåºéåæžãå®çŸãã驿°çæ°ææåµåºãšãã£ã瀟äŒç課é¡ã®è§£æ±ºçã«ç¹ããããšã倧ããªé åã§ãã ã»ææ°ã®æ©æ¢°åŠç¿ãAIãçšããããŒã¿åææè¡ãé§äœ¿ããæ¥åã§ãããæ¥ç«ã®æ©æ¢°åŠç¿ãAIã®ç ç©¶è ãšè°è«ãéããªããæå ç«¯ã®æ©æ¢°åŠç¿ãAIãçšããããŒã¿åææè¡ãä¿®åŸã§ããããšãé åã§ãã ãŸãä¿®åŸããæå ç«¯ã®æ©æ¢°åŠç¿ãAIãçšããããŒã¿åææè¡ãçšããããžãã¹ã®äºæ¥åãçµéšããããšãã§ããããšã倧ããªé åã§ãã ãåãç°å¢ã â çŽ20åã®ããŒã¿ãµã€ãšã³ãã£ã¹ãéå£ã§ããªãŒãã¯ã©ã¹å«ããŠ30代åå以äžã®ã¡ã³ããå€ããè¥æäž»äœã®ããŒã ãšãªã£ãŠããã(è¥æã§ããããŒã ã®ãªãŒããŒãšããŠæŽ»èºããŠããã¡ã³ããããã)ã¡ã³ãå士ã®å¹Žéœ¢ãè¿ãããšããããåäººã®æ©ã¿ã»çåã»æèŠãèšãããã颚éãã®è¯ãè·å Žã§ããããŸããåŒç€Ÿã§MIããžãã¹ãç«ã¡äžãã人ãããžãã¹ãªãŒããŒãšããŠãããŒã åã³å šããžãã¹ãããåŒããŠããã â¡åšå® å€åãäž»äœãšããŠããã¡ã³ããå€ããåã ãããŒã¿åæçã«éäžããããç°å¢ã§å€åããŠãããé±ã«1æ¥ãããŒã ã®åºç€Ÿæ¥ãšããŠããããã®æ¥ã¯ã¡ã³ãéã§ã®ã³ãã¥ãã±ãŒã·ã§ã³ãå«ããæ©äŒãšãªã£ãŠãããåãéšéã®ããŒã¿ãšã³ãžãã¢ãšã¯ããžãã¹ã«ã€ããŠæ·±ã飿ºãè¡ã£ãŠããããã®ä»ã«ä»éšéã®ããŒã¿ãµã€ãšã³ãã£ã¹ããšé£æºãæèŠäº€æãããæ©äŒãããããŸããææ°æè¡ã远æ±ãããããç ç©¶éçºéšéãšã®é£æºã宿œããŠãããæ åœé¡§å®¢ã«ãã£ãŠã¯ãåœå ã»æµ·å€ã«åºåŒµãã顧客蚪åããå Žåãããã â»äžèšå 容ã¯ãåééå§æç¹ã®å 容ã§ãããå ¥ç€ŸåŸå¿ èŠã«å¿ããŠå€æŽãšãªãå ŽåãããããŸããäºããäºæ¿ãã ããã
(1)äžèšã®åæé¢é£ã®ãçµéšãã¹ãã«ããæã¡ã®æ¹ïŒ ã»AIã»æ©æ¢°åŠç¿ãçšããããã°ã©ã éçºçµéš(3幎以äž) ã»AIã»æ©æ¢°åŠç¿ãçšããããŒã¿åæé¢é£æ¥å(åææ¯æŽã»ã³ã³ãµã«ãã£ã³ã°ç)çµéš(3幎以äž) ã»AIã»æ©æ¢°åŠç¿(ããŒãã«ã»ç»åã»ããã¹ãã¿ã¹ã¯ãããã)ã«ãããŠé »ç¹ã«äœ¿çšãããã¢ã«ãŽãªãºã ãè©äŸ¡ææšãžã®çè§£ ã»çæAIã»LLMã»RAGã«é¢ããããã°ã©ã éçºçµéš(1幎以äž) (2)äžèšã®ãããžã¡ã³ãé¢é£ã®ãçµéšãã¹ãã«ããæã¡ã®æ¹ïŒ ã»ã客ããŸå¯Ÿå¿çµéš(ç®å®ïŒ3幎以äž) ã»ããžãã¹ã¬ãã«ã®è±èªå(è±èªã§èªã¿æžãã«æ¯éã®ãªãã¬ãã«ãTOEIC600ç¹çšåºŠ) (3)äžèšã®ãçµéšãã¹ãã«ããæã¡ã®æ¹ïŒ ã»ææç§åŠã®åºç€ç¥èãé¢é£ããå·¥åŠåéã®ç¥èãéçºããã»ã¹ã«é¢ããå®è·µçãªç¥è
-
450~650äž
ãè·åå 容ã åºåéçšãããŒã±ãã£ã³ã°ã®çµéšã掻ãããŠãæ°èŠãããã¯ãã®æé·ã«é¢ããããæ¹ã«åããããžã·ã§ã³ã§ãã ãŠãŒã¶ãŒäœéšãèµ·ç¹ã«æœçãäŒç»ã»å®è¡ããã¹ããŒãæãæã£ãŠPDCAãåããŠããããšã«ãã£ã¬ã³ãžãããæ¹ã®å¿åããåŸ ã¡ããŠããŸãã â é¢ãããµãŒãã¹ã«ã€ã㊠ã¯ã©ã·ã«ãªã¯ãŒããåºç€ãšããã²ãŒã ã¢ããªã®éå¶ã«æºãã£ãŠããã ããŸãã çŸåšãã¯ã©ã·ã«ãã³ãã¬ããã¯ã©ã·ã«ãœãªãã£ã¢ãã®ã¿ã€ãã«ãå±éããä»åŸã宿çãªãªãªãŒã¹ãäºå®ããŠããŸãã ã¯ã©ã·ã«ãªã¯ãŒãã¯ãã¬ã·ãŒããã¬ãã¥ãŒæçš¿ãªã©æ¥åžžã®è¡åããã€ã³ãã«å€ããã¢ããªãšããŠã700äžDLãçªç ŽãçŸåšã¯ã²ãŒã ã¢ããªãšé£æºããéã³ãªãããã€ã³ãã貯ãŸããæ°ããªäœéšãæäŸããŠããŸãã ãå ·äœçã«ã¯ã ã» ã¯ã©ã·ã«ãªã¯ãŒããšé£æºããã²ãŒã ã¢ããªã®ã°ããŒã¹ããŒã±ãã£ã³ã° ã» åã¿ã€ãã«ã«ããããŠãŒã¶ãŒé客ãåçæå€§åã«åããããŒã±ãã£ã³ã°æœçã®ç«æ¡ãšå®è¡ ã» ã€ãã³ãããã£ã³ããŒã³ã®äŒç»ãšå¹ææž¬å® ã» ã¢ããªåçæ§é ã®èšèšã»ç®æšèšå®ã»æœçéçšãšæ¯ãè¿ã ã» å€éšããŒãããŒ(å§èšå ç)ã®ãã£ã¬ã¯ã·ã§ã³(æ±äººIDïŒ355881)
ãå¿ é ã ã» ããŒã¿ã«åºã¥ããæææ±ºå®ãéããŠãµãŒãã¹ã®æé·ã«è²¢ç®ããçµéš ã» IT/WEBãµãŒãã¹äŒæ¥ã§ã®æ¥åçµéš ãæè¿ã ã» åºåéçšã®çµéš ã» ããŒã±ãã£ã³ã°æœçã®äŒç»ã»ã¯ãªãšã€ãã£ããã£ã¬ã¯ã·ã§ã³çµéš ã» ããŒã¿åæãšæ¹åæœçã®å®è¡çµéš ã» CRM / ãªãã³ã·ã§ã³æœçã®éçšçµéš
å瀟ã¯LINEã€ããŒã®ã°ã«ãŒãäŒç€ŸãšããŠããåœå æå€§çŽã®ã¬ã·ãåç»ãµãŒãã¹ïŒã¯ã©ã·ã«ããåœå æå€§çŽã®ã©ã€ãã¹ã¿ã€ã«ãµãŒãã¹ïŒTRILLããäžå¿ãšããäºæ¥éå¶ãè¡ã£ãŠããŸãã äžçãããå¹³åã«ãæãããæ¥œããããããäžçã«å€§ããªã€ã³ãã¯ããäžãã誰ãã幞ãã§ãç¬é¡ããµããå Žæãã€ããããã嵿¥ä»¥æ¥ãäœåºŠãäºæ¥ãããããç¹°ãè¿ããŠããããããŸããã£ãŠã¿ããããšããæ©åæ§ã®é«ãã匷ã¿ã«ããããããææŠãšå€åãç¶ããŠãããŸãã
500~1200äž
â ä»äºã«ã€ããŠã®è©³çް: äŒç€ŸæŠèŠ ãABEMAãã¯ãã¬ãã®ã€ãããŒã·ã§ã³ãç®æã"æ°ããæªæ¥ã®ãã¬ã"ãšããŠå±éããåç»é ä¿¡äºæ¥ãç»é²ã¯äžèŠã§ãåœå å¯äžã®24 æéç·šæã®ãã¥ãŒã¹å°éãã£ã³ãã«ãã¯ããããªãªãžãã«ã®ãã©ããææçªçµãã¢ãã¡ãã¹ããŒããªã©ãå€åœ©ãªãžã£ã³ã«ã®çŽ20ãã£ã³ãã«ã24æé365æ¥æŸéããŠããŸãã ãŸãããªãªãžãã«ãšããœãŒãæ°ã¯åœå çºã®åç»ãµãŒãã¹ã§æ¥æ¬ No.1ïŒâ»ïŒãèªããç·ãšããœãŒãæ°ã¯åžžæ çŽ30,000 æ¬ä»¥äžãé ä¿¡ãã»ãã«ããæ³šç®ã®æ°äœæ ç»ãåœå å€ã®äººæ°ãã©ãã話é¡ã®ã¢ãã¡ãªã©è±å¯ãªã©ã€ã³ãããã®äœåããæ§ã ãªé³æ¥œãèå°ã®ãªã³ã©ã€ã³ã©ã€ããå±éããã¬ãããªã³ããã³ããªã©ãæéã«ãšããããããšãªããã€ã§ãäœåããæ¥œãã¿ããã ããã»ããã¹ããŒããã©ã³ã PCãã¿ãã¬ããããã¬ãããã€ã¹ãNintendo Switchãªã©ã§ãå Žæã«ãšããããããšãªãã©ã€ãã¹ã¿ã€ã«ã«åãããŠçªçµãèŠèŽããã ããŸãã ããã«ãæé¡960åã®ABEMAãã¬ãã¢ã ã«ç»é²ãããšãéå®ã³ã³ãã³ãã®èŠèŽããåç»ããŠã³ããŒãæ©èœããèŠéãã³ã¡ã³ãæ©èœããªã©ãABEMAãã®å šãŠã®æ©èœãå©çšã§ããŸããïŒâ»ïŒ ãŸãã2022幎11æ20æ¥ïŒæ¥ïŒãã12æ18æ¥ïŒæ¥ïŒã«ãããŠéå¬ããããFIFA ã¯ãŒã«ãã«ãã ã«ã¿ãŒã« 2022ãã§ã¯ããABEMAããšãã¬ãææ¥ã§ã¿ãã°ãçµãã§å š64詊åç¡æçäžç¶ã§ãéãããæ¥æ¬ã®ã°ã«ãŒãã¹ããŒãžç¬¬3æŠç®ã§ãããã°ã«ãŒãEã®æ±ºåããŒãã¡ã³ããžã®é²åºããããŠè¡ãããæ¥æ¬vsã¹ãã€ã³æŠãã³ã¹ã¿ãªã«vsãã€ãæŠãªã©ãçäžç¶ããã2022幎12æ2æ¥ïŒéïŒã®ãABEMAãã®1æ¥ã®èŠèŽè æ°ã3,000äžãçªç Žããéå±å²äžæé«æ°å€ãšãªãïŒâ»ïŒãABEMAãéå±ä»¥éæå€§ã®ãã©ãã£ãã¯ãèšé²ããŸããã ïŒâ»ïŒ2022幎1ææç¹ãèªç€Ÿèª¿ã¹ ABEMA äŒç€Ÿèª¬æè³æã¯ä»¥äžã®ãªã³ã¯ããå šããŒãžãã芧ããã ããŸãã ABEMA äŒç€Ÿèª¬æè³æ æ¥åå 容 ãµãŒãã¹æé·ã®ããã®ããŒã¿åæ KPIåè§£ãã»ã°ã¡ã³ãåæãªã©ã«ããä»®èª¬ç«æ¡ ãäŸïŒããã«ããã¯ã®ç¹å®ãšæã¡æã®è ABãã¹ããããã·ã¥ããŒãèšèšã«ããPDCAäœå¶ã®æ§ç¯ ãäŸïŒããŒã¿åæãåºã«å®æœããæœçã®è¯ãæªããå€å®ããã³æ¹åçã®å°åº 瀟å ã®ãµãŒãã¹éçšãããŒæé©åã®ããã®ã¢ã«ãŽãªãºã éçº ãäŸïŒãã£ã³ãã«è¡šç·šæã®æ°ççãªæé©å ãããã¯ãã®ä»å 䟡å€åäžã®ããã®ã¢ã«ãŽãªãºã éçº ãäŸïŒã¿ãŒã²ãã£ã³ã°åºåååã®éçº
å¿ èŠã¹ãã«ã»çµéš ããŒã¿åæã®å®åçµéš çµ±èšåŠã®åºç€ç¥èïŒçµ±èšæ€å®2çŽçžåœä»¥äžïŒ æ©æ¢°åŠç¿ã®åºç€ç¥èïŒåçŽçãªæžç±ãèªäºããå®è£ ããããšãããïŒ SQLã«ããããŒã¿åŠççµéš PythonãRçã§ã¢ã«ãŽãªãºã ãç¬åã§å®è£ ããçµéš è«æãªã©ãèªè§£ããŠãã®ãã¬ãŒã¹ãåºæ¥ãèœå æè¿ã¹ãã«ã»çµéš ç¹å®ã®å°éåéã«é¢ããŠãæ»èªä»ãè«æãèããªã©æ·±ãåŠãã çµéš ããžãã¹çèŠæ±ã«å¯ŸããŠãå¹ åºãåæææ®µããé©åãªææ®µãéžæã§ããèœå ããŒã¿åæçµæãçšããŠãæææ±ºå®ã«å¯äžããçµéš ã¢ã«ãŽãªãºã ããµãŒãã¹/ãããã¯ããšããŠéçºãéçšããçµéš GCP/AWSçã®ã¯ã©ãŠãç°å¢ã§ã®éçºçµéš
-
500~700äž
ãåéèæ¯ãšæ¥åå 容ð§ã ãChatGPTã®ç»å Žã«ãããçæAIã®æè¡ã¯ç®èŠãŸããé²åããŠããŸããNTTããŒã¿å 端æè¡ã¯ãäŒæ¥ã®DXãæšé²ããã³ã¢ãã¯ãããžãŒãšããŠãèªç¶èšèªåŠçïŒNLPïŒåéã«åãå ¥ããŠããŸãã ããã®ããžã·ã§ã³ã§ã¯ãAIããŒã ã®ãªãŒããŒãšããŠãã客æ§ã®èª²é¡ãææ°ã®AIæè¡ã§è§£æ±ºãããœãªã¥ãŒã·ã§ã³ã®éçºã»ã·ã¹ãã éçºããä»»ãããŸããã客æ§ãšçŽæ¥å¯Ÿè©±ããªãããäžæµå·¥çšãã**ãã©ãããã°ã客æ§ã®èª²é¡ã解決ã§ãããã**ã«ææŠãããããããã®ããä»äºã§ãã ãæ¡ä»¶äŸðã ã»å¯©æ»æ¥åãžã®AIé©çš ã»RAGãæŽ»çšããããã¥ã¡ã³ãã®èªåçæ ã»ããžã¿ã«AIã¢ã·ã¹ã¿ã³ãã®éçº ããããããã€ã³ãðã ã»æå 端æè¡ãžã®ææŠ: ææ°ã®çæAIæè¡ïŒAzure OpenAIãªã©ïŒããNTTã°ã«ãŒãã®ç ç©¶ææã掻çšããã ããéçºã«æºãããŸãã ã»è±å¯ãªéçºç°å¢: ãªã³ãã¬ãã¹ã®GPUåºç€ããAWSãAzureãŸã§ãèªç±ã«äœ¿ããç°å¢ãæŽã£ãŠããã ãæ§ã ãªããšã«ææŠã§ããŸãã ã»ã°ããŒãã«ãªçµéš: æµ·å€ã®ååäŒç€Ÿãšã®é£æºã掻çºã§ãã°ããŒãã«ãªããžãã¹ã«ææŠããæ©äŒããã㟠ããã ã»åãããã: åšå® å€åå¶åºŠãæŽã£ãŠãããåšå® å€åã®æ¯çãé«ãè·å Žã§ãã ã»å å®ããè²æå¶åºŠ: AIæªçµéšè ã§ãå®å¿ããŠã¹ãã«ã身ã«ã€ãããããããçæAIãå€§èŠæš¡èšèªã¢ãã« ãã«é¢ããè²æã³ã³ãã³ããå å®ããŠããŸãã
ãå¿ é â ã 以äžã®ããããã®ãçµéšããæã¡ã®æ¹ â æ¥åéçºã®ãããŒãžã¡ã³ã ãâã¢ããªã±ãŒã·ã§ã³éçºã®ãªãŒãçµéš â¡æ°èŠããžãã¹éçºããŒã ãªãŒã㌠ãâæ°ãµãŒãã¹ã»ããžãã¹æ¡å€§ãé²ãããªãŒããŒçµéš ãæè¿ðã âã¢ãžã£ã€ã«éçºã®çµéš âAIå°å ¥ã®ã³ã³ãµã«ã»èŠä»¶å®çŸ©çã®äžæµå·¥çšã®çµéš âæ©æ¢°åŠç¿ãNLP(èªç¶èšèªåŠçïŒã«é¢ããåºç€ç¥è âã¯ã©ãŠããGPUåºç€çã®ã€ã³ãã©çµéš ãæ±ãã人ç©åðžã âããŒã ãã客æ§ãšè©±ãåããå·»ã蟌ã¿ãªããæ¥åãè¡ã£ãŠããã ããæ¹ âæ°ããæè¡ã«ç©æ¥µçã«ãã£ã¬ã³ãžãã圢ã«ã§ããæ¹ âäžã®äžã®æè¡ãã¬ã³ãããªãµãŒãããç©æ¥µçã«æŽ»çšã§ããæ¹
æ ªåŒäŒç€ŸNTTããŒã¿å 端æè¡ã¯ãNTTããŒã¿ã°ã«ãŒãã®æè¡ã¹ãã·ã£ãªã¹ãéå£ã§ãã 以äžã®6ã€ã®åéã§äºæ¥ãå±éããŠããŸãã ã»ãã©ãããã©ãŒã : ITåºç€ã®æ§ç¯ããéçšãŸã§ã ã»ãœãããŠã§ã¢: OSSãå 鲿è¡ã掻çšãããœãªã¥ãŒã·ã§ã³ã ã»ã¯ã©ãŠã: 倿§ãªã¯ã©ãŠãåºç€ã®å°å ¥ã»æŽ»çšã ã»AIã·ã¹ãã : AIæè¡ã®æ¯æŽã ã»éçšãããžã¡ã³ã: éçšå¹çåãšå質åäžã ã»ã»ãã¥ãªãã£: ã³ã³ãµã«ãã£ã³ã°ããç£èŠãŸã§ã
500~2000äž
AIãšã³ãžã㢠â ãšã³ã¿ãŒãã©ã€ãºå€é©ã®æåç·ã§ãAIãâå®è£ ããåŽâãž â AIã¯ããã¯ãåãªãæè¡ãã¬ã³ãã§ã¯ãããŸããã æ¬ããžã·ã§ã³ã§åãåãã®ã¯ãæ¥æ¬ã代衚ãããšã³ã¿ãŒãã©ã€ãºäŒæ¥ã®æ¥åãã®ãã®ã§ãã AIãšã³ãžãã¢ãšããŠãåã«ã¢ã«ãŽãªãºã ãçµããã¢ãã«ãäœãã ãã§ã¯ãªãã æ¥çã»æ¥åã®æ·±ãçè§£ãã·ã¹ãã å šäœãèŠæž¡ãèŠç¹ããããŠéçšãŸã§èŠæ®ããèšèšåãæŠåšã«ã ãAIã«ãã£ãŠæ¥åãã©ãå€é©ããã®ãããå®è£ ã¬ãã«ã§åœ¢ã«ããŠãããŸãã ã¢ã¯ã»ã³ãã¥ã¢ãªãã§ã¯ã®åŒ·ã¿ã§ããã æŠç¥ã»æ¥åã»ITãäžäœãšãªã£ããããžã§ã¯ãç°å¢ã®äžã§ã 瀟å å€ã®å°éå®¶ãšååããªãããæè¡ãâ䟡å€âã«å€ãã圹å²ãæ ã£ãŠããã ããŸãã ãã®ããžã·ã§ã³ã§æ ãåœ¹å² ã»ãšã³ã¿ãŒãã©ã€ãºäŒæ¥ã®æ¥åå€é©ãå®çŸããããã ãAIãäžå¿ãšããå 端ãã¯ãããžãŒãçµã¿åãããã·ã¹ãã éçºããªãŒã ã»ã¢ã¯ã»ã³ãã¥ã¢ç€Ÿå ã®ä»éšéïŒæŠç¥ã»æ¥åã»æ¥çç¹åããŒã çïŒãšé£æºãã ãéšé暪æåã®ãããžã§ã¯ãããŒã ã®äžå¡ãšããŠãããžã§ã¯ããæšé² ã»ã¯ã©ã€ã¢ã³ãåããããžã§ã¯ãã«çãŸããã ãèªç€Ÿã®ã·ã¹ãã ã€ã³ãã°ã¬ãŒã·ã§ã³ãéçšä¿å®ã®é«åºŠåãåãæ¹ã®å€é©ã«ãé¢äž ã»çæAIãæŽ»çšããæ°ããªãœãªã¥ãŒã·ã§ã³ã®éçºããã³å°å ¥ãéãã ãæ¬¡äžä»£ã®æ¥åã¹ã¿ã³ããŒããæ§ç¯ ã»ã°ããŒãã«ããŒã ãšé£æºãã ãåœå å€ã®ç¥èŠãèåãããæ°ããªäŸ¡å€åµé ãæšé² ãã®ä»äºã®æ¬è³ªçãªé å ã»AIæè¡ à æ¥åç¥èŠ Ã ã·ã¹ãã å šäœèšèš ã**ãæè¡ã ãã§ã¯çµãããªãAIãšã³ãžãã¢ã**ãšããŠæé·ã§ããç°å¢ ã»èŠä»¶å®çŸ©ããéçºãéçšãŸã§äžæ°é貫ã§é¢äžãã ãAIãâ䜿ããç¶ããä»çµã¿âãŸã§èšèšã§ããçµéš ã»çæAIãå«ãææ°æè¡ãã ãå®ããžãã¹ã»å®æ¥åã«èœãšã蟌ãå®è·µã®å Ž ã»åœå å€ã®å°éå®¶ãšååããããšã§ã ãã°ããŒãã«æ°Žæºã®AI掻çšã»éçºç¥èŠã身ã«ã€ãããã ãããªæ¹ã«ãã£ããããŸã ã»AIãå 端æè¡ããPoCã§çµãããã宿¥åã®å€é©ãŸã§ã€ãªãããæ¹ ã»æ¥çãæ¥åçè§£ãæ·±ããªããããšã³ã¿ãŒãã©ã€ãºé åã§æè¡åãçºæ®ãããæ¹ ã»ã·ã¹ãã éçºãéçšãŸã§å«ããããçŸå®è§£ãšããŠã®AIãã«é¢ããããæ¹
âå¿åèŠä»¶ ã»ã·ã¹ãã éçºçµéšã»åçš®æ¥åã·ã¹ãã ã®å°å ¥çµéš(ã¢ããªã±ãŒã·ã§ã³ããœãããŠã§ã¢ãã€ã³ãã©ã¹ãã©ã¯ãã£åãã) ã»æ¥åèŠä»¶å®çŸ©ãã·ã¹ãã èŠä»¶å®çŸ©ãèšèšã»éçºã»ãã¹ããç§»è¡(ã·ã¹ãã ç§»è¡ãæ¥åç§»è¡)ããããžã§ã¯ã管ççµéšãéçšèšèšããšãã£ãäžé£ã®ã·ã¹ãã äŒç»ïœéçºïœéçšãŸã§ã®äžéšãè¥ããã¯ãã¹ãŠã®å·¥çšã®çµéš âæãŸããçµéšã»ã¹ãã« ã»çæAIã«é¢ããåºç€ç¥è(LLM, Prompt Engineering, LangChain, Responsible AI, ç) ã»çæAIãæŽ»çšããã¢ããªã±ãŒã·ã§ã³éçº(RAGã¢ãŒããã¯ãã£ãå©çšããçæAIã·ã¹ãã éçºãç)ã«é¢ããç¥èãšå®åçµéš ã»ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠããŒã¿åæã«é¢ããç¥èãšå®åçµéš ã»PythonãJavaãªã©ã®ããã°ã©ãã³ã°èšèªãžã®ç²Ÿéãšããœãªã¥ãŒã·ã§ã³ããã¬ãŒã ã¯ãŒã¯ãã©ã€ãã©ãª(äŸïŒTensorFlowãPyTorchãKeras)ã®å®åçµéš ã»ã¢ãžã£ã€ã«éçºã«é¢ããç¥èãšå®åçµéš ã»ã¯ã©ãŠããµãŒãã¹ããã³ã¯ã©ãŠããã€ãã£ãæè¡ã«é¢ããç¥è ã»ã¯ã©ãŠããµãŒãã¹ãå©çšããã¹ã±ãŒã©ãã«ã§é«å¯çšæ§ã®AIãœãªã¥ãŒã·ã§ã³ãèšèšãå®è£ ã管çããèœå ã»ãªãã·ã§ã¢éçºããã³éçºç®¡çã«é¢ããå®åçµéš ã»è±èª(ããžãã¹ã¬ãã«)
äžç50ã«åœä»¥äžã200éœåžä»¥äžã«æ ç¹ãæã€ãäžçæå€§çŽã®ç·åã³ã³ãµã«ãã£ã³ã°ãã¡ãŒã ã§ããæŠç¥ãã³ã³ãµã«ãã£ã³ã°ãããžã¿ã«ããã¯ãããžãŒããªãã¬ãŒã·ã§ã³ãºã®5ã€ã®é åã§å¹ åºããµãŒãã¹ãæäŸããç¹ã«ããžã¿ã«åéã®ITæè¡ã«åŒ·ã¿ãæã¡ãŸãããŸããã°ããŒãã«ãªãããã¯ãŒã¯ã掻çšããã¯ã©ã€ã¢ã³ãã®å€æ§ãªèª²é¡è§£æ±ºãæ¯æŽããŠããŸãã
500~900äž
æ±äº¬é»åã®å°å£²ãäºæ¥åéã«ãããŠãããŒã¿ãšã³ãžãã¢ãšããŠãåœç€Ÿäºæ¥éšããAIãåæãã«æ¥åããã»ã¹ãå€é©ããŠããããã®ãšã³ãžãã¢ãªã³ã°ãæšé²ããŠããã ããŸãã çæAI/LLMãAIãšãŒãžã§ã³ããåçš®SaaS/瀟å ã·ã¹ãã ã"ã€ãªã"ãçŸå Žã§äœ¿ããç¶ããä»çµã¿ãšããŠå®è£ ã»éçšãŸã§èœãšã蟌ãããžã·ã§ã³ã§ãããªããæ¬ããžã·ã§ã³ã¯ãäžäººã§èè² ãããã®ã§ã¯ãããŸããã é¢ä¿ãšã³ãžãã¢ã»äºæ¥éšã¡ã³ããŒãšäŒŽèµ°ããªãããããŒãéžå®ãå®è£ ãå®çãŸã§ãäžç·ã«åã«é²ããŸããAIé åã«ã€ããŠããå ¥ç€Ÿæç¹ã§ã®å°éæ§ãåæã«ãããå®åãéããŠãã£ããã¢ããããªããåãçµããäœå¶ãæŽããŠããŸãã â»éå»äŸã¯ãªãããä»åŸã®èšç»ãèšèŒ âAIãšã³ãžãã¢ãªã³ã°æ¥åïŒç€Ÿå ã«ãããæ¥åå€é©ã®ããã®AIã¢ãŒããã¯ãã£ã®èšèšããéçºãŸã§ïŒ âã°ã«ãŒãå ã®ã¡ã³ããŒ3ïœ4åãšé£æºããŠé²ããïŒç€Ÿå ã®æ¥åéšéæ åœè ãšãå¥é飿ºããŠé²ããïŒ ãå ·äœçãªæ¥åã ã»æ¥å課é¡ã®çè§£ãšæ¥åã»ããŒã¿ãããŒã®å¯èŠå ã»çæAIãAIãšãŒãžã§ã³ããçšããæ¥åããã»ã¹ã®åèšèš ã»æ¢åã·ã¹ãã ãšããŒã¿åºç€ã飿ºããæ¥åã¢ããªã®å®è£ ã»AI掻çšã®ããã®ããŒã¿é£æºããã¬ããžæŽå ã»æ¥ååè³ªç¶æã®ããã®è©äŸ¡ã»ãã¹ãã»ç£èŠã®å®æœ ã»ã»ãã¥ãªãã£åºæºã«åºã¥ãéçšã»ä¿å®ã®èšèš âè²¬ä»»ã»æåŸ ãããåœ¹å² AIãåºã«ããäºæ¥éå¶ãå®çŸããããã«ãè¿ éãã€æ£ç¢ºãªAIã¢ãã«ãéçºã»å®è£ ããä»»ãããŸãã ç¹ã«ãäºæ¥éšãæ±ããããžãã¹èª²é¡ãåŒãåºãã䟡å€ãæå€§åããããã®åãçµã¿ãäžç·ã«é²ããŠããããã§ããããŒã¿ããã³AIæè¡ãé§äœ¿ããŠãäºæ¥å€é©ã«è²¢ç®ããä»çµã¿ã®æ§ç¯ãšå®çããªãŒãããã ããŸãã âæ¡çšèæ¯ æè¡é²åãšAIã®æ®åãå éããäžãåœç€Ÿã§ã¯AIãåºç€ã«ããžãã¹å€é©ãæšé²ããå©çè²¢ç®ãšããŒã¿ããžãã¹åµé ãæ©æã«å®çŸããããšãç®æããŠããŸãã ãã®ãããAIæä»£ã«å¯Ÿå¿ããã¢ãŒããã¯ãã£ã®æ§ç¯ãæ ãã瀟äŒã«æ°ãã䟡å€ãæäŸããææŠã«å ±ã«åãçµã仲éãåéããŸãã âé åã»ãããã æ°ããæè¡ã«ææŠã§ããç°å¢ã§ãå人ã®è£éãæŽ»ãããªãããã£ãªã¢ãç¯ããŸãã èšç«ãã5幎çšåºŠã®è¥ãçµç¹ã®ããããããžã§ã¯ãã®ç«ã¡äžããä»çµã¿ã¥ããã«æ·±ãé¢ãããæ©äŒããããŸãã ããã«ãAWSãAzureãªã©ã®ã¯ã©ãŠãåºç€ã掻çšããPythonãSQLã«ããããŒã¿åæãAPI飿ºãçæAIãLLMãçšããéçºãªã©ãã¢ãã³ãªæè¡ã¹ã¿ãã¯ãå®åã§æ±ããç°å¢ãæŽããŠããŸãã âãã£ãªã¢ãã¹ é å±å ã«ãŠAIãæŽ»çšãããšã³ãžãã¢ãªã³ã°æ¥åãããŒã¿ãããžã¡ã³ãã®éçšã»ä¿å®çã«æºãã£ãŠããã ããåŸãåœç€Ÿã°ã«ãŒãå ã®ããŒã¿é¢é£éšçœ²ãçµéšããŠé ããŸãã
ãå¿ é èŠä»¶ã ã¯ã©ãŠããã©ãããã©ãŒã ïŒAWSãGCPãAzureãªã©ïŒãåæãéçºã§å©çšããçµéšïŒ1å¹Žæªæºã§ãå¯ïŒ ãæè¿èŠä»¶ã ãAIã«é¢ãã以äžã®ããããã®çµéš ãã»AIãµãŒãã¹ã®å°å ¥çµéšïŒãµãŒãã¹ã¯äžåïŒ ãã»çæAIãAIãšãŒãžã§ã³ããæŽ»çšããæ¥åå¹çåã®çµéšïŒæ¹åèŠæš¡ã¯åããªãïŒ ãã»AIãµãŒãã¹ãå®éã«äœ¿ãã詊è¡é¯èª€ããããšã奜ããªæ¹(ãµãŒãã¹åéã¯åããªã) ãããŒã¿ãããžã¡ã³ãã®æ åœçµéš ãæ§ã ãªSaaS補åã®å©çšçµéš ãããžãã¹ããŒãºãçè§£ããæ¹åææ¡ãã§ããèœå ãããŒã¿åæãããŒã¿ãµã€ãšã³ã¹ã®åºç€ç¥è ãé»åæ¥çã«ãããããžãã¹çè§£
-
700~1050äž
âãããŸã§ã®ããŒã¿åæã¹ãã«ãå°éããŠããŠãçãããŠãè£œè¬æ¥çã®ã客æ§ã®èª²é¡ãããŒãºã«å¯ŸããããŒã¿æŽåœ¢ãèªç¶èšèªåŠçãçšããããŒã¿åæã«ããä»å 䟡å€ããææ¡ãé¢ä¿è ãšãŸãšããã客æ§ãžã®ææ¡æŽ»åã«åç»ãããšå ±ã«ããããžã§ã¯ãããªãŒããã圹å²ãæåŸ ããŠãããŸãã âãªã¢ã«ã¯ãŒã«ãããŒã¿ãçšããããŒã¿ãµã€ãšã³ãã£ã¹ãã®æŽ»åãéããŠãå°æ¥ã¯ãæ¥åæ¥çç¥èŠã«åºã¥ããã©ã€ããµã€ãšã³ã¹é åã®ã³ã³ãµã«ã¿ã³ããšããŠã客æ§ã®å€é©ãã©ã³ã®çå®ã»å®è¡ãæšé²ããããžã·ã§ã³ãžã®ã¹ããããå¯èœã§ãã âã¢ãµã€ã³ã¡ã³ãã¯ãéžèãéããŠãåºãå¯èœæ§ãæ€èšããé å±ããžã·ã§ã³ã決å®ãããŠé ããŸãã ãã¢ããŒã«ãã€ã³ãïŒè·åã®é åïŒã ã»åœç€Ÿã¯ã2019幎12æ19æ¥ã次äžä»£å»çåºç€æ³æ³š1ã«åºã¥ããåããŠãèªå®å»çæ å ±çåæ±åèšäºæ¥è ãã®èªå®ãååŸããŠãããITãæŽ»çšããŠãæ¥æ¬ã®å»çã®é«åºŠåãšè£œè¬äŒæ¥ãã¯ãããšããç ç©¶éçºæŽ»åã®å éåã«å¯äžããããšãã§ããŸãã ã»æ§ã ãªå€§æè£œè¬äŒæ¥ã®ã客æ§ãšã®æ·±ããªã¬ãŒã·ã§ã³ãä¿æããŠãããæ¥æ¬ã代衚ãã倧æè£œè¬äŒæ¥ã®ããžã¿ã«æŠç¥çå®å«ãããŒã¿ããªãã³ã«ã³ãããŒãžã®å€é©ããµããŒããã¹ããAIã»ããŒã¿æŽ»çšã®ããã®ã³ã³ãµã«ããŒã·ã§ã³ããããŒã¿ãµã€ãšã³ã¹ãããŒã¿æŽ»çšã®ããã®ãã¯ãããžãŒæäŸãŸã§ããŒã¿ã«ã§ãçµéšé ããŸãã ã»AIã»IoTãããžã¿ã«ããŒã±ãã£ã³ã°ã»ãµãã©ã€ãã§ãŒã³ããããªã¢ã«ãºã€ã³ãã©ããã£ã¯ã¹é¢é£çã®æ°ããããžã¿ã«é åã®ãœãªã¥ãŒã·ã§ã³ãéããŠãã客æ§ã»å»ç/è£œè¬æ¥çã»ç€ŸäŒèª²é¡ã®è§£æ±ºã«å€§ããè²¢ç®ããŠããããšãç®æããŸãããã®ãããªåãçµã¿ã«ãããITæè¡åã®ã¹ãã«ã¢ãããå¹ åºãäºäŸãä¿®åŸã«ããå°éæ§ã®æ·±åãå³ãããšãã§ããŸãã ã»ãçµéšã«å¿ããŠé©åãªåœ¹å²ã»ãã§ãŒãºããã¢ãµã€ã³ãããŠããã ããŸããå ¥ç€ŸåŸã¯ãOJTãOFFJTäž¡é¢ã§ã®è²æãµããŒãäœå¶ãæŽã£ãŠãããŸãã ã»åœç€Ÿã®ãæ å ±æè¡ã§ãæ°ãããããã¿ããã䟡å€ããåµé ããããè±ãã§èª¿åã®ãšãã瀟äŒã®å®çŸã«è²¢ç®ããããšããäŒæ¥ç念ã®ããšãå»çã®é«åºŠåã課é¡è§£æ±ºã«è²¢ç®ããããšããæããæã¡ãæ¬ãããžã§ã¯ãã®ç®æãæªæ¥ã«å ±æããã¡ã³ããŒããããããããŸããåœç€ŸãšããŠã¯âããžãã¹ãè¶ ããŠâ瀟äŒè²¢ç®ã®åãçµã¿ãšããŠåç»ããŠãããŸããæ¯éãäžç·ã«æ¥æ¬ã®å»çã®çºå±ãé«åºŠåãç®æããŠãããŸãããã ïŒæ³å®åœ¹è·ïŒ 課é·ä»£çã䞻任 ãçµç¹æ å ±ã è£œé æ¥åãã®ãããžã§ã¯ããäž»å°ããã補é ITã€ãããŒã·ã§ã³äºæ¥æ¬éšå ã«ãããŠãããã»ã¹ç³»è£œé æ¥ïŒé£åã»é£²æã»ååŠã»è£œè¬ã»ãšãã«ã®ãŒãªã©ïŒã¯ã©ã€ã¢ã³ããšããŠæ åœããäºæ¥éšã§ããæ°èŠé¡§å®¢éæããªãã³ã«ç²åŸããæ°èŠé¡§å®¢åãããžãã¹ã®æ¡å€§ãæšé²ããããšãããã·ã§ã³ãšããŠããŸãããŸããåäœããžãã¹ã®ã¿ã§ãªããåœè©²ã€ã³ãã¹ããªãŒã«ãããåœç€Ÿã°ã«ãŒã飿ºã®çœåŒãäž»å°ããŠããç«å Žã«ãããã°ããŒãã«æ¡ä»¶ãå¢ããŠãããŸãã ãçµç¹æ§æãïŒ2021幎4ææç¹ïŒ 第å補é äºæ¥éšã124åïŒå ãçµéšè æ¡çš17åïŒã 20代ïœ30代ã®ç€Ÿå¡ãå€ããè¥æãçµéšè æ¡çšïŒãã³ãã£ãŒãã¡ãŒã«ãŒãSIerçåºèº«è ïŒãªãã³ã«ã²ãšãã²ãšãã®ç€Ÿå¡ã®æ¹ã ãæŽ»èºäžã ãæ¡çšèæ¯ã æ°èŠé¡§å®¢ã®ç²åŸãé²ã¿ã€ã€ããç¶æ³ã§ãããä»åŸãç²åŸããæ°èŠé¡§å®¢ã«ãããããžãã¹æ¡å€§ãåæäžŠè¡çã«æšé²ããŠããäžã§ã¯ãè£œé æ¥ã§ã®ãã£ãªã¢ããããæ¥çãæ¥åããŠããŠããæã¡ã®å³æŠåãšãªãããªããªãŒäººè²¡ã®å¢å¡ãå¿ èŠãªç¶æ³ã§ããããšããä»åã®åéã«è³ããŸãã ãæ³å®æ®æ¥æéã æå¹³å20æé以å ãåºåŒµæç¡ã»é »åºŠã çŸæç¹ã§ã¯æ³å®ã¯ãããŸããããå¿ èŠã«å¿ããŠåœå å€ã®åºåŒµã®å¯èœæ§ã¯ããã
[å¿ é èŠä»¶]â»æ¥çäžåïŒè£œåäžåïŒæçäžå â çµ±èšãç«åŠããŸãã¯ããŒã¿ãµã€ãšã³ã¹ã«é¢é£ããæ¥åçµéšïŒ2幎以äžïŒ â 補è¬ã¡ãŒã«ã»CROã§ã®åææ¥åçµéšã â èªç¶èšèªåŠçãçšããåæã®çµéšã®ããæ¹ããŸãã¯ãã®æå¿ã®ããæ¹ â PythonãRãSQLãC++ãªã©ã®èšèªïŒããããã§å¯ïŒãå©çšããããŒã¿åæã®çµéš â çµ±èšè§£æãæ©æ¢°åŠç¿ããã³æ·±å±€åŠç¿ã«é¢ããåºç€çãªç¥è [æè¿èŠä»¶] â¡ç€Ÿå å€ã®ããŒã¿ãåéãã婿޻çšå¯èœãªããã«ä»çµãæ§ç¯ã»éçšããããšã®ããæ¹ â¡PythonãRãGoãC++ãJavaã§ã®ã³ãŒãã£ã³ã°ã¹ãã«ïŒã§ããã°è€æ°ãæãŸããïŒãããã³åæç°å¢æ§ç¯ã«ããããŒã¿åæã®ã
ïŒ1967å¹Žæ¥æ¬é»ä¿¡é»è©±å ¬ç€Ÿ(çŸNTT)ã®ããŒã¿æµééšãæºæµïŒå£²äžé«äžçã©ã³ãã³ã°6äœïŒæ¥æ¬ã代衚ããã°ããŒãã«ç·åITäŒæ¥(æµ·å€å£²äžæ¯ç6å²è¶ ã50ã«åœä»¥äžå±é)ïŒã°ã«ãŒãããžã§ã³ïŒTrusted Global InnovatorïŒope
780~1800äž
#### è·åå 容 ãœãªã¥ãŒã·ã§ã³éšéã§ããšã³ã¿ãŒãã©ã€ãºäŒæ¥åãã®ãœãªã¥ãŒã·ã§ã³ææ¡ããéçºã«å¿ èŠãªããŒã¿æœåºãå å·¥ãåæãªã©ã«æºãã£ãŠããã ããŸãã ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠã ãã§ã¯ãªãã顧客ãžã®ææ¡ããœãªã¥ãŒã·ã§ã³éçºã«ã䌎走ããã ããŸãã #### ïŒå ·äœçãªè·åå å®¹ïŒ - CADDiã«èç©ãããè£œé æ¥é¢é£ããŒã¿ïŒå³é¢ã仿§æžã諞å ãäžå ·åå ±åæžãDRè°äºé²ãéå»ãã©ãå䟡ãªã©ïŒã®åéãå å·¥ãåæ - è£œé æ¥ã¯ã©ã€ã¢ã³ãã®èª²é¡ç¹å®ãšãããŒã¿åæã«åºã¥ããæ¹åææ¡ããœãªã¥ãŒã·ã§ã³éçº - æ©æ¢°åŠç¿ã深局åŠç¿ãªã©ã®AIæè¡ãçšããäºæž¬ã¢ãã«ãç°åžžæ€ç¥ã·ã¹ãã ã®æ§ç¯ãéçš - ããŒã¿å¯èŠåããŒã«ãçšããåæçµæã®å ±åããã¬ãŒã³ããŒã·ã§ã³ - æ°ããããŒã¿åæææ³ãAIæè¡ã®ãªãµãŒããå°å ¥ - ããžãã¹éšéãšé£æºãããããŒã¿ããªãã³ãªæææ±ºå®æ¯æŽ #### å ¥ç€ŸåŸã®ã€ã¡ãŒãž ãŸãã¯ãã£ãã£ã®äŒç€Ÿå šäœãEnterprise Solutionããããã®ãªã³ããŒãã£ã³ã°ãåããŠããã ããŸããè£œé æ¥æªçµéšã®æ¹ã§ããã£ããã¢ããå¯èœãªç°å¢ãçšæããŠããŸããæ¬¡ã«åè«ã«ååžãã€ã€ãæ¥çã»é¡§å®¢ã»ãããã¯ãã»ãœãªã¥ãŒã·ã§ã³ã®çè§£ãæŽã«æ·±ããŠããã ããŸãã顧客ã®CxOãéšé責任è ãªã©ã«ãã¢ãªã³ã°ãã課é¡ã®æŽçããœãªã¥ãŒã·ã§ã³ã®ç£šã蟌ã¿ãé²ããŠããã ããŸããã»ãŒã«ã¹ãã«ã¹ã¿ããŒãµã¯ã»ã¹ãããŒã¿ãããžã¡ã³ãããªãã¬ãŒã·ã§ã³çã®ããŒã ãšåæ¥ã®äžã§ã顧客課é¡ã®ç¹å®ãšãœãªã¥ãŒã·ã§ã³èšèšããã©ã€ã·ã³ã°ãææ¡ãè€æ°åéããªããåæ³šããåæ³šåŸã¯åéšçœ²ãšé£æºããªããããªããªã宿œããæµãã§ããææ¡ãã§ãŒãºã§ã¯ã10瀟çšã®ãšã³ã¿ãŒãã©ã€ãºäŒæ¥ã®ãœãªã¥ãŒã·ã§ã³æ¡ä»¶ã«ãªãŒããŒã·ãããæã£ãŠåãçµãã§ããã ããŸãã1瀟åœããããããæ°ã¶æãå幎ã§ã®åæ³šãæ³å®ããŠããŸãã
â å¿åè³æ ŒïŒå¿ é ïŒ: - ããŒã¿ãµã€ãšã³ãã£ã¹ãããŸãã¯ããŒã¿ã¢ããªã¹ããšããŠã®ããŒã¿åæçµéšã3å¹Žä»¥äž - PythonãRãªã©ãçšããããŒã¿åæãçµ±èšã¢ããªã³ã°ã®å®åçµéš - SQLãçšããããŒã¿ããŒã¹æäœçµéš - ããŒã¿å¯èŠåããŒã«ïŒTableau, Power BIãªã©ïŒã®äœ¿çšçµéš - ããžãã¹ã¬ãã«ã®æ¥æ¬èªèœå - ããŒã ã§ã®ååçµéš â å¿åè³æ ŒïŒæè¿ïŒ: - è£œé æ¥ã®æ¥åç¥èïŒèšèšãçç£ãå質管çãªã©ïŒ - è£œé æ¥ã«ãããããŒã¿åæçµéš - æ©æ¢°åŠç¿ã深局åŠç¿ã«é¢ããå°éç¥èãå®åçµéš - ã¯ã©ãŠãç°å¢ïŒAWS, GCP, Azureãªã©ïŒã§ã®ããŒã¿åæçµéš - å€§èŠæš¡ããŒã¿ã®åŠççµéš - è±èªåïŒããžãã¹ã¬ãã«ïŒ - ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠã®è³æ Œä¿æè
-
500~850äž
â ä»äºæŠèŠ: ãUPSIDERã«ã€ããŠã ãææŠè ãæ¯ããäžççãªéèãã©ãããã©ãŒã ãåµãããããã·ã§ã³ã«æ²ããæ³äººã«ãŒããUPSIDERãïŒAIäžä¿¡ã§æå€§10ååæ ããªã¢ã«ã¿ã€ã æçްãããŒãã£ã«çºè¡çãçŽ¯èšæ±ºæžé¡8,500åå以äž*ïŒãäžå¿ã«ãè«æ±æžã«ãŒãæããæ¯æã.comãïŒã¯ã¬ãã£ã»ãŸã³ãšå ±åéå¶ãçŽ¯èšæ±ºæžé¡1,500åå以äž*ïŒãã°ããŒã¹ããããã¡ã³ããUPSIDER BLUE DREAM FundãïŒã¿ãã»ãã£ãã³ã·ã£ã«ã°ã«ãŒãå ±åéå¶ãèè³ç·é¡130åå以äž*ïŒçޝèšãã¡ã³ãç·é¡243åå*ãæ¡ä»¶æç€ºã¯å¹³å10å¶æ¥æ¥ä»¥å *ãè€æ°ã®éèæ©é¢ã»æè³å®¶ãåç»ããç¬ç«ç³»ãã³ãã£ãŒããããã¡ã³ããšããŠåœå æå€§èŠæš¡ïŒãå±éããŠããŸãã 2025幎ã«ã¯ãçµå¶è åãæ³äººã«ãŒããPRESIDENT CARDãïŒJALãšã®ææºã«ããæäŸïŒããçµçæ¥åã®å¹çåãå®çŸãããUPSIDER AIçµçãïŒæ¥åAIã1.1åä»¶ã®åŠçãèªåå®è¡ã»ä»£æ¿ïŒãšãã£ãæ°èŠäºæ¥ãç«ã¡äžãã环èšå°å ¥äŒæ¥æ°10äžç€Ÿä»¥äžã«å°éããŸãããUPSIDERãã§ã¯çޝèšäžä¿¡æ 5å å以äžãæäŸããäžæ£å©çšçºççã¯1%æªæºãç¶æã环èšã«ãŒãçºè¡ææ°340,000æä»¥äž*ãã¢ããããŒããããé åæžæ°ã¯160äžæä»¥äž*ãå©çšå å¶éæ©èœã§ã¯260ä»¶*ã®å©çšå ãèšå®å¯èœãšããããã¯ãã®å©äŸ¿æ§ãšå®å šæ§ã®åäžãå éãããŠããŸãã äºæ¥æé·ãšããŠã¯ã幎é売äžèŠæš¡çŽ100åå*ããã€å¹Žéå£²äžæé·ç50%以äž*ãç¶ç¶ã2024幎ã«ã¯ã·ãªãŒãºDãšããŠ154ååã®è³é調éã宿œãã环èšè³é調éé¡ã¯600ååãçªç Žã2025幎7æã«ã¯ãã¿ãã»ãã£ãã³ã·ã£ã«ã°ã«ãŒããžã®æŠç¥çã°ã«ãŒãã€ã³ãçºè¡šããåŸæ¥ããã®å ±åµé åã«å ããŠãAIäžä¿¡ãæ°ããªéèãµãŒãã¹ã®å ±åå±éãéããæ¥æ¬äŒæ¥ã®ç«¶äºåãæ¬è³ªããé«ããéèãšã³ã·ã¹ãã ã®åµåºã«æãã§ããŸãã 嵿¥è ã§ããå®®åã»æ°Žéã¯åŒãç¶ãçµå¶æ ªäž»ãšããŠåç»ããäžå ŽãèŠéã«å ¥ããªãããææŠè ãæ¯ãã瀟äŒã€ã³ãã©ã®æ§ç¯ã«ææŠãç¶ããŠããŸããç§ãã¡ã¯ä»åŸããææŠããäŒæ¥ãšããããæ¯ãã瀟äŒãåé²ãããã¹ããã«ããŽãªãŒããããšãªãæ°ããªäºæ¥åµåºãå éãããŠãããŸãã *åçš®æ°å€ã¯2025幎11ææ«æç¹ ãäžä¿¡ã¢ãã«ã«ã€ããŠã UPSIDERã®æé·ã®æ ¹å¹¹ãæ ã£ãŠããã®ããäŒçµ±çãªéèæ©é¢ãšäžç·ãç»ããåŒç€Ÿç¬èªã®äžä¿¡ã¢ãã«ãšãªããŸãã éå»ã®ã客æ§ã®äºæ¥ç¶æ³ã§ã¯ãªããUPSIDERç¬èªã®äžä¿¡ãè¡ãããšã§ãã¹ã¿ãŒãã¢ããäŒæ¥ãITäŒæ¥ã«çãŸãããæ§ã ãªæ¥çš®ã®ã客æ§ã«UPSIDERã«ãŒãããå©çšããã ãæ©äŒãçãŸããŠããŸããæ¬ããžã·ã§ã³ã§ã¯äžèšäžä¿¡ã¢ãã«ã«å ããŠãå šç€ŸçãªAIã®å°å ¥ãæšé²ãããã¯ãããžãŒã®åã«ãã£ãŠã客æ§ã«å¯ãæ·»ããããŒã¿ãµã€ãšã³ãã£ã¹ããåéããŸãã ãæ¬ããžã·ã§ã³ã®é åã ã»äºæ¥ã®åçæ§ã倧ããå·Šå³ããäžä¿¡ã¢ãã«ã®æ¹åã«é¢äžã§ãã ã»ããžãã¹ããããã¯ãããŒã ãšé£æºããªããããŒã¿ãåéããç¹åŸŽéãèšèšããäžã§ãUPSIDERã®äºæ¥ã®ç¹æ§ãæ§é ãæ·±ãçè§£ã§ããäœçœ®ã«ãã ã»ã·ã¹ãã åãèªååãŸã§æ ãããšã§ãéåžžã«å€§ããªã¹ã±ãŒã«ã§äŸ¡å€ãçã¿åºãç¶ããŠããããšã宿ã§ãã ãæ¥åå 容ã ã»ããžãã¹èª²é¡ãçè§£ããããŒã¿è§£æããã³æ©æ¢°åŠç¿ã¢ãã«ã掻çšããŠè§£æ±ºçãææ¡ãå®è£ ãã ã»ããŒã¿ã®ååŠçãç¹åŸŽéãšã³ãžãã¢ãªã³ã°ãã¢ãã«æ§ç¯ãè©äŸ¡ãããã³æ¹åãè¡ã ã»æ©æ¢°åŠç¿ã¢ãã«ã®ããã©ãŒãã³ã¹ãç¶ç¶çã«ç£èŠããæé©åãã ã»ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ããŒã«ã䜿çšããŠãçµæãã¹ããŒã¯ãã«ããŒã«èª¬æãã ã»ã¯ãã¹ãã¡ã³ã¯ã·ã§ãã«ãªããŒã ãšé£æºããããŒã¿ããªãã³ãªæææ±ºå®ãæ¯æŽãã ä»åŸãã£ãŠããããããšã ã»äžæ£å©çšæ€ç¥AI ã»äŒæ¥ããšã«ããŒãœãã©ã€ãºãããéèã¢ããã€ã¹AI ã»AIãã£ãããããã®å©æŽ»çš ãå©çšããŠããããŒã«ãéçºç°å¢ã ã»éçºèšèªïŒPython/Typescript ã»æ©æ¢°åŠç¿ã»çµ±èšã¢ããªã³ã°ïŒscikit-learn/LightGBM/pandas/numpy etc. ã»ã¯ã©ãŠããã©ãããã©ãŒã ïŒGoogle Cloud Platform ã»åæåºç€ïŒBigQuery ã»ã¢ããªã±ãŒã·ã§ã³ïŒNext.js/FastAPI ã»æ§æç®¡çããŒã«ïŒTerraform/Cloud Build ã»ããŒã¿ã¢ããªã³ã°ïŒDataform/dbt ã»ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ïŒMetabase/Redash ã»ãã®ä»ïŒDocker/GitHub/Slack/Github Copilot/Cursor/Claude Code etc.
â å¿ é ã¹ãã«: ã»å®åäžã«ãããæ¥æ¬èªã§ã®ãªãŒã©ã«ã³ãã¥ãã±ãŒã·ã§ã³çµéšïŒå¹ŽçšåºŠ ã»ããŒã¿åæã®å®åçµéš ã»BigQuery/Cloud Storageãªã©Google CloudãçšããããŒã¿åæãåæåºç€ã®æ§ç¯ãéçšã®çµéš ã»Pythonãçšããæ©æ¢°åŠç¿ã¢ãã«ã®å®è£ çµéš(scikit-learn/LightGBMãªã©ã®å©çšçµéš) â æè¿ã¹ãã«: ã»äžä¿¡ãäžæ£å¯Ÿçã®é åã§ã®ããŒã¿ãµã€ãšã³ã¹çµéš ã»éèæ©é¢ãFintechäŒæ¥ã§ã®å°±æ¥çµéš ã»ãããžã§ã¯ããŸãã¯ããŒã ãªãŒãã®çµéš ã»LLMçã®çæAIã«é¢ããç¥èãæ¥åçµéš â æ±ãã人ç©å: ã»UPSIDERã®ããã·ã§ã³ã«å ±æããã ããæ¹ ã»ãŠãŒã¶ãŒãã¡ãŒã¹ãã®æèã§ä»æ§å€æŽãèšèšæ¹åãªã©ãèªãææ¡ã§ããæ¹ ã»æè¡ãææ®µãããããŠãŒã¶ãŒã«äŸ¡å€ãå±ããããšãã«åã³ãæããããæ¹ ã»ãªã¹ãã¯ããæã¡ãå°ã£ãŠãã仲éã«æãå·®ã䌞ã¹ãããæ¹ ã»ããžãã¹ã®æåã«åããŠãéšçœ²ãããŒã ãè¶ ããŠä»ã¡ã³ããŒãšç©æ¥µçãªã³ã©ãã¬ãŒã·ã§ã³ãã§ããæ¹
-
400~850äž
ðãããããã€ã³ã 1. èªç±ãªåãæ¹ã§ãã£ãªã¢ããã¶ã€ã³ïŒ ð æ¡ä»¶ããšã«ãæ åœé åããå䟡ããé¢ããããæè¡ããéžã¹ãŸããã¬ãã¬ãžãŒãºã®ç€Ÿå¡ãšããŠå®å®ããåãæ¹ã確ä¿ãã€ã€ã倿§ãªãããžã§ã¯ãã«åç»ã§ãããããããªãã®å¿åã«åãããèªç±ãªãã£ãªã¢åœ¢æãå¯èœã§ãã 2. æé·ãåŸæŒãããå å®ã®ãµããŒãäœå¶ïŒ ð§ å¶æ¥æ åœã ãã§ãªãããšã³ãžãã¢å°éã®ãã©ãã¯ãŒããŒã ãããªãã®ãã£ãªã¢ããµããŒãããŸããæ¥åã§ã®æ©ã¿ãçžè«ã¯ãã¡ããã解決ã®ããã®äŒæ¥äº€æžãŸã§ããŠãããã®ã§ãå®å¿ããŠç®ã®åã®æ¥åã«éäžã§ããŸãããŸãã瀟å å匷äŒã衚地å¶åºŠãªã©ãæé·ãé 匵ããç§°è³ããæåãæ ¹ä»ããŠããŸãã 3. å€åœ©ãªæ¡ä»¶ã§DXã®æåç·ãžïŒ ð€ 飲é£ãå»çãç©æµãITãµãŒãã¹ãªã©ãæ§ã ãªæ¥çã®ããŒã¿åæãAIéçºæ¡ä»¶ã«æºãããŸããããŒã¿ãµã€ãšã³ãã£ã¹ããããŒã¿ã¢ããªã¹ããBIãšã³ãžãã¢ãªã©ãå¹ åºãè·çš®ã§DX人æãšããŠã¹ãã«ã磚ããåžå ŽäŸ¡å€ãé«ããããšãã§ããŸãã âïž äž»ãªä»äºäŸïŒ ã»é£²é£æ¥çåãããŒã¿åæ ã»é£²é£åºåãAIãã£ãããããããã³ããæ¹åïŒChatGPT/èªç¶èšèªåŠçïŒ ã»ãã¬ãæ¥çåãããŒã¿åæåºç€éçº ã»ç©æµæ¥çåã垳祚éçºïŒPowerBIïŒ ã»å»ºèšç³»äŒæ¥åãããã·ã¥ããŒãæ§ç¯ïŒTableauïŒ ã»å€§æäŒæ¥DXåã³ããŒã¿åæïŒæ©æ¢°åŠç¿/ããŒã¿ãã€ãã³ã°ïŒ ð䜿çšããŒã«äŸ ã»ããŒã¿ã¢ããªã¹ãïŒGoogleAnalyticsãSASãSalesforce ã»BIãšã³ãžãã¢ïŒTableauãPowerBIãLooker Studio ã»ããŒã¿ãµã€ãšã³ãã£ã¹ãïŒTensorFlowãKerasãPyTorchãChatGPTé¢é£ããŒã«ãªã© ã»ããŒã¿ãšã³ãžãã¢ïŒAmazonRedshiftãBigQueryãDWHãETLãªã©
ðãããªæ¹ãåéããŠããŸãïŒ ãâ å¿ é ã â¬ïžä»¥äžã®ãããããæºããæ¹â¬ïž ã»PythonãRãçšããæ©æ¢°åŠç¿ã¢ãã«ã®éçºããŸãã¯ããŒã¿åæçµéšã1幎åä»¥äž ã»ã¯ã©ãŠãç°å¢ã§ã®ããŒã¿åºç€æ§ç¯çµéšã1幎åä»¥äž ã»TableauãŸãã¯Power BIãçšããããã·ã¥ããŒãäœæãããã³SQLã§ã®ããŒã¿åŠçã»æœåºçµéšããããã2å¹Žä»¥äž ã»è€æ°ã®ãããžã§ã¯ãã§DXæšé²ãçµéšãããæ¹ïŒåèš3幎以äžïŒ ãâŽïžãããªæ¹ãšäžç·ã«åãããïŒã ã»ããŒã¿é åã«åŒ·ãé¢å¿ãããæ¹ ã»æ°ããæè¡ãããŒã«ã«ã¢ã³ããã匵ãããã£ããã¢ãããæ¥œãããæ¹ ã»å®åçµéšã¯æµ ããŠããæåäŒæ¥ã§æŽ»èºããããšããææ¬²ãããæ¹ ã»å°æ¥çã«ãçŸå Žã®ãªãŒããŒããããžã¡ã³ãã«ææŠãããæ¹
2005å¹Žåµæ¥ä»¥æ¥ãç¬èªã®çµå¶æŠç¥ã§é»åçµå¶ãç¶ç¶ããã¬ãã¬ãžãŒãºã¯ã2024幎床ã«å¹Žå1428ååãéæããæ¥æé·äžã®ã¡ã¬ãã³ãã£ãŒã§ãããææ ãžã®è²¢ç®ããããŒãã«ãITããã«ã¹ã±ã¢ãªã©40以äžã®äºæ¥ãå±éã幎é100ååèŠæš¡ã®æè³ã§10以äžã®æ°èŠäºæ¥ãåµåºãããªã©ãåžžã«æ°ãã䟡å€ãçã¿åºãç¶ããŠããŸããæžè°·ã¹ã¯ã©ã³ãã«ã¹ã¯ãšã¢ã«æ¬ç€Ÿãæ§ãã6幎é£ç¶ãåãããã®ããäŒç€Ÿãã«éžåºããããé«ãæé·æ§ãšåãããããäž¡ç«ããäŒæ¥ã§ãã