AIã®é²åã¯ããžãã¹ã«ãããŠé©æ°ãä¿ããPythonã¯ãã®å€åããªãŒãããããã°ã©ãã³ã°èšèªãšããŠæ³šç®ãããŠããŸããä»ãChatGPTãšPythonãçµã¿åãããããšã«ãã£ãŠãããªãã®ãããžã§ã¯ãã¯æ¬¡ã®ã¬ãã«ãžãšé²ãã§ãããããã®ã¬ã€ãã§ã¯ãAIãšPythonããã°ã©ãã³ã°ã®åºç€ã説æããChatGPTã掻çšããã¢ããªã±ãŒã·ã§ã³éçºã®å®è·µæ¹æ³ã解説ããŸãããããžã§ã¯ãã«ãããChatGPTã®çµ±åããå¹ççãªéçºç°å¢ã®æ§ç¯ããã圹ç«ã€å®è·µçãªãã³ããŸã§ç¶²çŸ ãããžãã¹ããŒãœã³ã«ãšã£ãŠãããã¯PythonãšAIã䜿ãããªãããã®éèŠãªè³æºãšãªãããšééããªãã§ãããã
1. ChatGPTãšã¯ïŒ – AIãšPythonããã°ã©ãã³ã°ã®åºç€
ChatGPTã¯OpenAIã«ãã£ãŠéçºãããèªç¶èšèªåŠçã¢ãã«ïŒNLPïŒã§ãç¹ã«äŒè©±åã®AIã®é åã§æ³šç®ãããŠããŸããããã¯GPTïŒGenerative Pretrained TransformerïŒãã¡ããªãŒã®äžå¡ã§ãããè€éãªèšèªã¿ã¹ã¯ãããªãããšãã§ããŸããå€æ§ãªå¿çãçæããèœåã¯ããžãã¹ãæè²ã®åéã§ã®å¿çšãæåŸ ãããŠããŸãã
Pythonã¯ãã®ãããªAIæè¡ãå©çšãããšãã«æ¬ ãããªãããã°ã©ãã³ã°èšèªã®äžã€ã§ãããã®èªã¿ãããçŽæçãªæ§æã¯ãAIã®ã¢ãã«ãæ§ç¯ãæäœããéã«æ¬ ãããªããã®ã«ãªã£ãŠããŸããChatGPTãå«ãå€ãã®NLPã¢ãã«ããPythonã§å®¹æã«æ±ããããšã倧ããªå©ç¹ãšãªã£ãŠããŸãã
æ¬çš¿ã§ã¯ãAIãšPythonããã°ã©ãã³ã°ã®åºæ¬ãçŽè§£ãã€ã€ãChatGPTã®åºç€ç¥èãšãã®äœ¿ãæ¹ãããã«ã¯Pythonãšã®é£æºæ¹æ³ã«ã€ããŠã玹ä»ããŸããããã°ã©ããŒãç 究è ã趣å³ã§AIã«é¢å¿ã®ããæ¹ã«ãšã£ãŠæçšãªæ å ±ããå±ãã§ããã°å¹žãã§ãã
1.1 AIãšèªç¶èšèªåŠçã®åºæ¬
AIãããªãã¡äººå·¥ç¥èœã¯ãæ©æ¢°ã人éã®è«žæŽ»åãæš¡å£ããç解ããå®è¡ã§ããããã«ããæè¡ãæããŸããç¹ã«èªç¶èšèªåŠçã¯ãã³ã³ãã¥ãŒã¿ã«ãã人éã®èšèªã®ç解ãšçæã«é¢ä¿ããAIã®ãµããã£ãŒã«ãã§ããé³å£°èªèãããã¹ãåæã翻蚳ãªã©ãæã ã®æ¥åžžç掻ãšå¯æ¥ã«é¢ããæ§ã ãªã¢ããªã±ãŒã·ã§ã³ãååšããŸãã
èªç¶èšèªåŠçã®é²å±ã¯ã倧éã®ããã¹ãããŒã¿ã®åéãšåæããããŠæ©æ¢°åŠç¿ã¢ã«ãŽãªãºã ã®æ¹åã«æ¯ããããŠããŸããããããã®æè¡ã¯ãChatGPTã®ãããªã·ã¹ãã ãèªç¶ãªã³ãã¥ãã±ãŒã·ã§ã³ãå®çŸããããã®åºç€ãæäŸããŠããŸãã
èšèªã¢ãã«ã¯ããããŸã§åéãããèšå€§ãªããã¹ãããŒã¿ããèšèªã®ãã¿ãŒã³ãåŠã³åãããã®ç¥èãå ã«æ°ããããã¹ããçæããããšãã§ããŸãããã®åéã§ã®ç 究ãšéçºã¯æ¥éã«é²ãã§ãããæ°ããå¿çšã次ã ãšç»å ŽããŠããŸãã
1.2 ChatGPTã®æŠèŠãšãã®æ©èœ
ChatGPTã¯ããã€ã¢ãã°ãçæããããã«æé©åãããããŒãžã§ã³ã®GPTã§ãã察話ãéããŠæ å ±ãæäŸãã質çå¿çãè¡ãããšãå¯èœã§ããŸããŠãŒã¶ãŒãåŒã蟌ãããã®ã¹ããŒãªãŒããªã³ã°ãæç« ã®æ¹çš¿ãªã©ãå€å²ã«ãããã¿ã¹ã¯ãããªãããšãã§ããŸãã
ãã®æè¡ã¯ãã«ããã¹ã¯ãµããŒããæè²çãªããŒã«ããšã³ã¿ãŒãã€ã³ã¡ã³ãçšéãªã©æ§ã ãªã·ãŒã³ã§å©çšãããŠãããããã«ãã£ãŠäººãšæ©æ¢°ã®å¯Ÿè©±ãããèªç¶ã§ã¹ã ãŒãºãªãã®ã«ãªã£ãŠããŠããŸãããŸããChatGPTã¯æ ç·çãªæ€ç¥ãåå¿ãåå¥ã®ãŠãŒã¶ãŒãšã®å¯Ÿè©±å±¥æŽã®ä¿æãªã©ãé«åºŠãªå¯Ÿè©±æ©èœãæããŠããŸãã
éåžžã«æœè±¡çãªè³ªåã«å¯Ÿããçããçæããããç¹å®ã®äž»é¡ã«ã€ããŠè©³çŽ°ãªè°è«ãè¡ã£ããããããšã§ãChatGPTã¯å€ãã®ãŠãŒã¶ãŒã®æåŸ ãè¶ ããäœéšãæäŸããŠããŸããããããªããããã®å¿çã®å質ã¯èšç·ŽããŒã¿ãšã¢ã«ãŽãªãºã ã«å€§ããäŸåããŠããã®ã§ããããã®é¢ã§ã®ç¶ç¶çãªæ¹è¯ãéèŠã§ãã
1.3 PythonãšChatGPTã®é£æºã®éèŠæ§
ChatGPTãªã©ã®AIã¢ãã«ãšã®é£æºã«ã¯ãæ±çšã®ããã°ã©ãã³ã°èšèªãå¿ èŠäžå¯æ¬ ã§ããPythonã¯ãã®ã·ã³ãã«ãªãã匷åãªæ§æãšãAIåéã«ç¹åããã©ã€ãã©ãªãšãã¬ãŒã ã¯ãŒã¯ã®è±å¯ãããããã®ç®çã«ãã£ãŠã€ãã®èšèªãšèšããã§ãããã
OpenAIãªã©ã®çµç¹ãæäŸããAPIãéããŠãPythonã¯ChatGPTã¢ãã«ãžã®ã¢ã¯ã»ã¹ããã®ç®¡çã容æã«ããŸããããšãã°ããŠãŒã¶ãŒãPythonã¹ã¯ãªãããæžããŠChatGPTã«ç¹å®ã®ã¿ã¹ã¯ãå®è¡ãããããå¿çã®çµæãååŸãããããããšãå¯èœã§ãã
Pythonã®å æ¬çãªãšã³ã·ã¹ãã ã¯ãChatGPTãå©çšããäžã§ã®ã€ã³ã¿ãŒãã§ãŒã¹æ±çšæ§ãæ¡åŒµæ§ããããããããã«ãã£ãŠéçºè ã¯ããè¿ éãã€å¹ççã«ã·ã¹ãã ãæ§ç¯ã»éçšããããšãã§ããŸããç 究è ãããšã³ãžãã¢ãŸã§ãå¹ åºããŠãŒã¶ãŒã«ãšã£ãŠéèŠãªçµ±åã«ãªã£ãŠããŸãã
1.4 ããã°ã©ãã³ã°èšèªPythonã®åºç€ãšç¹åŸŽ
Pythonã¯åå¿è ã«ãæ±ããããé«æ°Žæºã®ããã°ã©ãã³ã°èšèªã§ããããã®çŽæçãªææ³ãšèªã¿ãããã¯ãè€éãªã¢ã«ãŽãªãºã ãããŒã¿åŠçã¿ã¹ã¯ãã·ã³ãã«ã«èšè¿°ããããšãå¯èœã«ããŠããŸããPythonã¯ãããããªãŒä»å±ãã®å²åŠãæã¡ãå€ãã®æšæºã©ã€ãã©ãªãæäŸããŠãããããã«ãã£ãŠæ§ã ãªããã°ã©ãã³ã°ããŒãºãã«ããŒããŠããŸãã
ããŒã¿ãµã€ãšã³ã¹ãæ©æ¢°åŠç¿ããŠã§ãéçºãªã©ãPythonã¯æ°å€ãã®åéã§äœ¿çšãããŠããŸããç¹ã«AIãšããŒã¿åæã®é åã§ã¯ãNumpyãPandasãScikit-learnãTensorFlowãPytorchãªã©ã®ã©ã€ãã©ãªããã¬ãŒã ã¯ãŒã¯ãéå®ãããŠããŸãã
Pythonã¯ãã®å€ç®çæ§ãšã³ãŒãã®åå©çšæ§ã§ç¥ãããå°èŠæš¡ãªã¹ã¯ãªãããã倧èŠæš¡ãªã·ã¹ãã éçºãŸã§å¯Ÿå¿å¯èœã§ãããŸãããªãŒãã³ãœãŒã¹ã§ããããã«äžçäžã®éçºè ã«ããç¶ç¶çãªæ¹åãè¡ãããŠããã掻çºãªã³ãã¥ããã£ã®ãµããŒããåããªããé²åãç¶ããŠããŸãã
2. ChatGPTãã¯ãŒãã¢ããªã±ãŒã·ã§ã³éçº – Pythonããã°ã©ãã³ã°ã®å®è·µ
2.1 ChatGPTãšWebã¢ããªã±ãŒã·ã§ã³ã®çµ±å
ChatGPTã¯AIé§åã®ãã£ãããããã§ãããWebã¢ããªã±ãŒã·ã§ã³ã«ãããŠãŠãŒã¶ãŒãšã®ã€ã³ã¿ã©ã¯ã·ã§ã³ãè±ãã«ããããã«éèŠãªåœ¹å²ãæãããŸããChatGPTãWebã¢ããªã±ãŒã·ã§ã³ã«çµ±åããéã«ã¯ããŠãŒã¶ãŒã€ã³ã¿ãŒãã§ã€ã¹ã®èšèšãAPIåŒã³åºãã®ç®¡çãããã³ããŒã¿ãããŒã®æé©åã«æ³šæãæãå¿ èŠããããŸãã
çµ±åã®ããã»ã¹ã¯ãAPIããŒã®ã»ãã¥ãªãã£ããµãŒãã¹ã®ã¬ã€ãã³ã·ããããŠãããã®å¿çã®è³ªã«çŽçµããŠããŸããã»ãã¥ã¢ãªèªèšŒãšããŒã¯ã³ç®¡çã«ããããµãŒããµã€ããšã¯ã©ã€ã¢ã³ããµã€ãã®äž¡æ¹ã§ãŠãŒã¶ããŒã¿ãä¿è·ããŸããWebã¢ããªã±ãŒã·ã§ã³ã®ã¹ã±ãŒãªã³ã°ãšãšãã«ã¬ã€ãã³ã·ãç¶æããããã«ãéåæéä¿¡ãå©çšããŠå¿çé床ãæé©åããããšãéèŠãšãªããŸãã
ããã«ãChatGPTãWebã¢ããªã±ãŒã·ã§ã³ã®ããã³ããšã³ããšçµ±åããã®ã«éããŠã¯ãJavaScriptãšé£æºããPythonããã¯ãšã³ãã®ãµãŒãã¹ãèšèšããããšãäžè¬çã§ããããã¯ãé«åºŠãªãã£ãããšã¯ã¹ããªãšã³ã¹ããŠãŒã¶ãŒã«æäŸããã®ã«åœ¹ç«ã¡ãŸãã
2.2 Pythonã§ã®ChatGPT APIã®å©çšæ¹æ³
Pythonã䜿çšããŠChatGPT APIãšé£æºããã«ã¯ããŸãAPIãžã®ã¢ã¯ã»ã¹æ¹æ³ãç解ããé©åãªã©ã€ãã©ãªã䜿çšããå¿ èŠããããŸããå€ãã®å Žåã`requests` ã©ã€ãã©ãªã HTTP ãªã¯ãšã¹ããç°¡åãã€å¹æçã«æ±ãããã«äœ¿çšãããŸãã
APIããŒãååŸããåŸããšã³ããã€ã³ãã«ãªã¯ãšã¹ããéä¿¡ããå¿ èŠã«å¿ããŠããããŒããã©ã¡ãŒã¿ãæ§æããŸããå®å šãªéä¿¡ãç¶æããããã«ã¯ãAPIããŒãã³ãŒãå ã§çŽæ¥å ¬éãããç°å¢å€æ°ãªã©ãä»ããŠå®å šã«ç®¡çããããšãäžå¯æ¬ ã§ãã
ãªã¯ãšã¹ããéä¿¡ããéã«ã¯ãé©åãªJSON圢åŒã§ããŒã¿ãæ±ããå¿çå 容ãããŒã¹ããŠã¢ããªã±ãŒã·ã§ã³å ã§é©åã«è¡šç€ºããããšãéèŠã§ãããã®ããã»ã¹ã¯ããŠãŒã¶ãŒããChatGPTãžã®å ¥åãé©åã«è»¢éããå¿çããŠãŒã¶ãŒã«è¿ãããã«å¿ èŠãšãªããŸãã
2.3 ãã£ãããããã®æ§ç¯ãšå¿çæ§ã®åäž
ãã£ãããããã®æ§ç¯ã«ãããŠã¯ãå¿çæ§ãæ倧åããããšãéµã«ãªããŸããããã«ã¯ä»¥äžã®ãããªèŠçŽ ãå«ãŸããŸã: ãŠãŒã¶ãŒã®ã¯ãšãªã«å¯Ÿããè¿ éãªãã£ãŒãããã¯ãåŠçæéã®ççž®ããããŠç¶ç¶çãªå¯Ÿè©±ãå¯èœã«ããã»ãã·ã§ã³ç®¡çã§ãã
å¿çæ§ãé«ããããã«ã¯ãé©åãªãã£ãã·ã¥æŠç¥ãæ¡çšããé »ç¹ã«äœ¿çšãããããŒã¿ãçµæãå¹ççã«åç¶ãããŸãããŸãããã«ãã¹ã¬ãããéåæããã°ã©ãã³ã°ææ³ãé©çšããããšã§ãè€æ°ã®ãŠãŒã¶ãŒããã®åæãªã¯ãšã¹ããåŠçãã€ã€ãå¿çæéãæå°éã«æããããšãå¯èœã«ãªããŸãã
ã»ãã·ã§ã³ç®¡çã§ã¯ããŠãŒã¶ãŒããšã«åå¥ã®ã³ã³ããã¹ããç¶æããŠãå人åããã察話ãå®çŸããŸããããã«ããããŠãŒã¶ãŒã¯èªåã®åãã«å¯ŸããŠã³ã³ããã¹ããç解ããè¿çãåãåããããã«ãªããŸãã
2.4 ãŠãŒã¶ãŒäœéšãåäžãããããã®ããã°ã©ãã³ã°ãã¯ããã¯
ãã£ããããããå«ãWebã¢ããªã±ãŒã·ã§ã³ã«ããããŠãŒã¶ãŒäœéšã®åäžã«ã¯ãçŽæçãªUIèšèšãè¿ éãªãã£ãŒãããã¯ã·ã¹ãã ããããŠãŠãŒã¶ãŒã¬ã€ãã©ã€ã³ã®æ確åãéèŠãšãªããŸãããŠãŒã¶ãŒãWebã¢ããªã±ãŒã·ã§ã³ãšç°¡åã«å¯Ÿè©±ã§ãããããã·ãŒã ã¬ã¹ãªã€ã³ã¿ãŒãã§ã€ã¹ãç®æããŸãã
ããã«ããŠãŒã¶ãŒã®è¡åã奜ã¿ã«åºã¥ããŠã¢ããªã±ãŒã·ã§ã³ãåçã«èª¿æŽããã¢ã«ãŽãªãºã ãå°å ¥ããããããŒãœãã©ã€ãºãããçµéšãæäŸã§ããããã«ããŸãããã£ãããããã®å¿çã«ããã®ååãé©çšããå©çšè ãæ±ããæ å ±ããµãŒãã¹ã«ãã°ããã¢ã¯ã»ã¹ã§ããããã«ããŸãã
æçµçã«ã¯ããšã©ãŒãã³ããªã³ã°ãäŸå€åŠçã®ããã¹ããªå®è£ ã§ãäžæž¬ã®å ¥åããµãŒãã®åé¡ããŠãŒã¶ãŒã®äœéšã«æªåœ±é¿ãäžããªãããã«çæããŸãããããã®ãã¯ããã¯ãé§äœ¿ããããšã§ããŠãŒã¶ãŒãä¿¡é Œæ§ã®é«ããå¿«é©ãªWebã¢ããªã±ãŒã·ã§ã³ãšã®å¯Ÿè©±ãçµéšã§ããŸãã
3. ChatGPTãå©çšããPythonãããžã§ã¯ãã®å±é
ChatGPTã¯ããã®å¿çæ§ã®é«ããšèªç¶èšèªåŠçèœåã§ãPythonãããžã§ã¯ãã«é©æ°çãªå±éããããããŸãããã®åŒ·åãªããŒã«ãå©çšããŠãéçºè ã¯åŸæ¥ã®ã³ãŒãã©ã€ãã£ã³ã°ããäžæ©é²ãã æ©èœãå®çŸããããšãã§ããŸããããã§ã¯ãPythonãããžã§ã¯ãã«ChatGPTãçµã¿èŸŒãæ¹æ³ãããã¹ãçæã®èªååãããŒã¿åæãžã®å¿çšããããŠããŒãœãã©ã€ãºãããã³ã³ãã³ãã®çæã«åããæŠç¥ã«çŠç¹ãåœãŠãŠèª¬æããŸãã
3.1 Pythonãããžã§ã¯ãã«ãããChatGPTã®çµ±å
ãããžã§ã¯ãã«ChatGPTãçµ±åããéã«ã¯ããŸãAPIé£æºã確ç«ããå¿ èŠããããŸããPythonã®ãrequestsãã¢ãžã¥ãŒã«ããpython-OpenAIãã©ã€ãã©ãªã掻çšããŠAPIãªã¯ãšã¹ããç°¡åã«è¡ãããšãå¯èœã§ããããã«ãããChatGPTãçæããããã¹ãããŒã¿ãããã°ã©ã ã«åã蟌ãããã®åºç€ãæŽããŸãã
次ã«ãChatGPTã®ã¬ã¹ãã³ã¹ããããžã§ã¯ãã®ããžãã¯ã«æ²¿ã£ãŠæé©åããå·¥çšãå¿ èŠã§ããããã¯ããŠãŒã¶ãŒã®èŠæã«å¯Ÿããã«ã¹ã¿ãã€ãºå¿çãäœæããããã«ç¹ã«éèŠã§ããChatGPTããã®åºåããã£ã«ã¿ãªã³ã°ããç®çã«åãããŠå å·¥ããããšã§ããããªãããªãŠãŒã¶ãŒäœéšãåµåºããŸãããã
æåŸã«ãçµ±åã®ããã«ã¯ããããžã§ã¯ãå ã§ChatGPTã®éçšã«ãŒã«ããã³ãŠãŒã¹ã±ãŒã¹ãæ éã«å®çŸ©ããããšãæ±ããããŸããããã«ãããChatGPTã®æ©èœãæ倧éã«æŽ»çšããç¡é§ãªãªãœãŒã¹ã®æ¶è²»ãé²ãããããžã§ã¯ãå šäœã®å¹çãäžããããšãã§ããŸãã
3.2 ããã¹ãçæãšåŠçã®èªåå
ChatGPTã¯å¹ççãªããã¹ãçæãå¯èœã«ãããããæ§ã ãªããžãã¹ããã»ã¹ã®èªååã«å¯äžããŸããäŸãã°ã顧客ããã®åãåããã«å¯ŸããŠå³çããã«ã¹ã¿ããŒãµããŒããããããã³ã³ãã³ãäœæããŒã«ãšããŠã®å¿çšãèããããŸãããããã®ããŒã«ã¯ãChatGPTã®å é²çãªèªç¶èšèªåŠçèœåã掻ãããŠããŠãŒã¶ãŒã®èŠæ±ã«å¿ãã質ã®é«ãããã¹ããçã¿åºãããšãã§ããŸãã
å ããŠãããã¯ãšã³ãã§ã®ãã°åŠçããèªåã¬ããŒãçæãšãã£ãäœæ¥ãChatGPTãçšããŠèªååããããšãå®çŸå¯èœã§ããããããåŠçãæäœæ¥ã§ã¯ãªãèªåã§è¡ãããšã§ãæéã®ç¯çŽã ãã§ãªãããšã©ãŒã®äœæžã«ãã€ãªãããŸãã
ãŸããChatGPTã掻çšããŠããŠãŒã¶ãŒããã®ãã£ãŒãããã¯ã瀟å ã®éä¿¡ã解æããèŠçŽãããŒã¯ãŒãæœåºãªã©ã®åŠçãèªåã§è¡ãããšãã§ãããããããŒã¿åéãšè§£æãå€§å¹ ã«å¹çåã§ããŸãã
3.3 ããŒã¿åæãšChatGPTã®åœ¹å²
ChatGPTã¯èªç¶èšèªçæã®ã¿ãªãããèšå€§ãªããã¹ãããŒã¿ããã®æ å ±æœåºãšãã£ãããŒã¿åæäœæ¥ã«ãè²¢ç®ããããŒã«ã§ããããŒã¿ã»ããã®ãã¬ã³ãããã¿ãŒã³ãç解ããããã«ãChatGPTãçšããŠè³ªåå¿çã·ã¹ãã ãæ§ç¯ããããšãã§ããŸãã
ãã®AIã掻çšããŠãããŒã¿ã»ããã®èŠçŽãç¹å®ã®åããžã®çããæœåºããããšã«ãããããžãã¹æ±ºå®ã®ããã®ã€ã³ãµã€ããè¿ éã«åŸãããšãå¯èœã§ããåæäœæ¥ã®èªååã¯ãåŸæ¥ã®æ¹æ³ã§ã¯èªèãã¥ããã£ããã¿ãŒã³ã®ç¹å®ã«ã圹ç«ã¡ãŸãã
ããã«ãChatGPTã¯ç€ŸäŒçãªã»ã³ãã¡ã³ãåæããããã¯ã¢ããªã³ã°ãªã©ãé«åºŠãªåæææ³ã«ã察å¿ããŠããŸããããã«ãããå ¬éãããŠããæç« ãå£ã³ãããã®æèŠåŸåã®ææ¡ãªã©ã«ãå©çšãæ¡ãã£ãŠããŸãã
3.4 ããŒãœãã©ã€ãºãããã³ã³ãã³ãäœæã®ããã®æŠç¥
äžã€äžã€ã®ãŠãŒã¶ãŒã«åãããããŒãœãã©ã€ãºãããã³ã³ãã³ãã®çæã¯ãChatGPTã®ãããªæè¡ãçšããããšã§ãããæ軜ãã€å¹æçã«è¡ããŸãããŠãŒã¶ãŒã®éå»ã®ã€ã³ã¿ã©ã¯ã·ã§ã³ãèå³é¢å¿ãåæããããšã§ãåã ã«ã«ã¹ã¿ãã€ãºãããäœéšãæäŸããããšãå¯èœã«ãªããŸãã
ããšãã°ãEã³ããŒã¹ãµã€ãã«ãããŠã顧客ã®è³Œè²·å±¥æŽãé²èŠ§ããŒã¿ãåºã«ChatGPTãæšèŠæç« ã補å説æãçæããããšã§ããŠãŒã¶ãŒã®æºè¶³åºŠãåäžãããããšãã§ããŸãããŸããæè²åéã«ãããŠã¯ãåŠç¿å±¥æŽãæ§èœãåæããŠå人ã«æé©åãããåŠç¿ã³ã³ãã³ããæäŸããããšãæ³å®ãããŸãã
ããŒã±ãã£ã³ã°ã§ã¯ã顧客ããšã®èå³ãããŒãºã«ãããããã¡ãŒã«ãã£ã³ããŒã³ãå®æœããããã«ãChatGPTã¯æå¹ã§ããããã«ããããŠãŒã¶ãŒãšã³ã²ãŒãžã¡ã³ãã®åäžãšã³ã³ããŒãžã§ã³çã®å¢å ãå³ãããšãã§ããã®ã§ãã
4. PythonãšChatGPTã®ããã®æé©ãªéçºç°å¢
PythonãšChatGPTã®éçºç°å¢æ§ç¯ã«ã¯ãå¹æçãªããŒã«ãšèšå®ãæ¬ ãããŸãããéçºè ãšããŠã®çç£æ§ãé«ããããã«ãããããã«é©ããç°å¢ãæŽããŠãããŸãããã
åªããéçºç°å¢ã¯ãããã°ã©ãã³ã°ã®ã¹ãã«åäžã¯ãã¡ãããããŒã ãããžã§ã¯ãã§ã®ååã«ã圱é¿ããŸããããã§ã¯ãPythonçšã®ç°å¢èšå®ãã詳ããèŠãŠãããŸãããã
ChatGPTã®éçºã«é©ããç°å¢ãæŽããããšã§ãAIãšã®ã€ã³ã¿ã©ã¯ãã£ããªå¯Ÿè©±ãå¿«é©ãã€å¹ççã«è¡ãããšãå¯èœã«ãªãã®ã§ãã
4.1 Pythonéçºç°å¢ã®ã»ããã¢ãã
Pythonã§ã®éçºã«ããããã€ã³ã¿ãŒããªã¿ã®ã€ã³ã¹ããŒã«ãæåã®ã¹ãããã§ããPython.orgããã®ããŠã³ããŒãããAnacondaã®ãããªããã±ãŒãžç®¡çã·ã¹ãã ãå©çšããæ¹æ³ããããŸãã
ç¶ããŠããã±ãŒãžã®ç®¡çã¯ãpipã䜿ã£ãŠäŸåé¢ä¿ãæºãããŸããåãããžã§ã¯ãããšã«ä»®æ³ç°å¢ïŒvirtualenvãcondaç°å¢çïŒãäœæããããšã§ãã°ããŒãã«ã¹ã³ãŒãã®è¡çªãé²ããŸãã
ããã«å®è¡å¯èœãªã¹ã¯ãªãããã¢ãžã¥ãŒã«ã®æŽçã«ã¯ãPATHç°å¢å€æ°ã®èšå®ããå¿ èŠã«å¿ããIDEã®ãããžã§ã¯ãèšå®ã®èª¿æŽãæçã§ãã
4.2 ChatGPTã䜿çšããéã®éçºããŒã«ãšã©ã€ãã©ãª
ChatGPTã掻çšããããã«ã¯ãOpenAIãæäŸããGPT-3ãããã¯ãã®ä»ã®APIãé©åã«å©çšããã©ã€ãã©ãªãå¿ èŠã§ããOpenAIã®å ¬åŒã©ã€ãã©ãªã®å°å ¥ããéå ¬åŒãªããæçšãªã©ã€ãã©ãªã®éžå®ãéèŠã§ãã
ãŸãAPIãåŒã³åºãããã®HTTPãªã¯ãšã¹ãã®ç®¡çã«ã¯ãrequestsãhttpxã®ãããªã©ã€ãã©ãªã圹ç«ã¡ãŸããããã«ãããµãŒããŒãšã®ãããšããç°¡åã«è¡ããããã«ãªããŸãã
éçºäžã®ãããã°ããã¹ããå©ããããŒã«ïŒäŸïŒPostmanãcurlïŒã掻çšããŠãAPIå¿çã®æ€èšŒãšè©Šè¡ãå¹çåããŸãããã
4.3 äœæ¥å¹çãåäžãããIDEãšãšãã£ã¿
Pythonã®ã³ãŒãã£ã³ã°å¹çãšå¿«é©ããé«ãããããPyCharmãVisual Studio Codeãªã©ã®IDEã®éžå®ãæ¬ ãããŸããããããã®ããŒã«ã¯ã³ãŒãè£å®ããããã°æ¯æŽããããžã§ã¯ãã®ç®¡çãšãã£ãæ©èœãæäŸããŸãã
ãšãã£ã¿ãšããŠã¯ã軜éãªããæ¡åŒµæ§ã®é«ãSublime TextãAtomãéžã°ããããšãå€ãã§ãããã©ã°ã€ã³ãå°å ¥ããããšã§ãPythonç¹æã®æ§æã®ãã€ã©ã€ããã³ãŒãã¹ããããã®å©çšããããããªããŸãã
ãŸããJupyter Notebookã®å©çšã¯ãç¹å®ã®ã³ãŒããããã¯ã®è©Šè¡ããšã©ãŒã®è¿œè·¡ã容æã§ãæè²ç®çãããŒã¿åæã«ãããŠãæå¹ã§ãã
4.4 ããŒã éçºã«ãããããŒãžã§ã³ç®¡çã®ãã¹ããã©ã¯ãã£ã¹
ããŒã ã§ã®éçºã«ãããŠã¯ãããŒãžã§ã³ç®¡çã·ã¹ãã ãæ£ããéžæããé©åã«äœ¿çšããããšã極ããŠå€§åã§ããGitã¯äžçäžã§æãæ®åããŠããããŒãžã§ã³ç®¡çã·ã¹ãã ã§ããããã®åªãããã©ã³ãæŠç¥ãããŒãžããŒã«ã¯ããŒã éçºãå¹çåããŸãã
Gitã®ã¬ããžããªã¯GitHubãGitLabãBitbucketãå©çšããŠãªã¢ãŒãã§ç®¡çå¯èœã§ãããããã®ãã©ãããã©ãŒã ã¯ã³ãŒãã¬ãã¥ãŒããã«ãªã¯ãšã¹ããã€ã·ã¥ãŒãã©ããã³ã°ãªã©ãå€ãã®éçºæ¯æŽæ©èœãæäŸããŠããŸãã
ããã«CI/CDãã€ãã©ã€ã³ïŒç¶ç¶çã€ã³ãã°ã¬ãŒã·ã§ã³/ç¶ç¶çããªããªãŒïŒã®èªååããã³ãŒãã®å質ãä¿ã€äžã§æå¹ã§ããããã«ããããã¹ãããããã€ãèªååãããããè¿ éãã€ç¹°ãè¿ãå¯èœãªéçºããã»ã¹ãžãšç¹ãããŸãã
5. Pythonã§ChatGPTã掻çšããããã®å®è·µçãªãã³ã
5.1 ã³ãŒãã®æé©åãšãªãã¡ã¯ã¿ãªã³ã°
ã³ãŒãã®æé©åãšã¯ãããã°ã©ã ã®å®è¡é床ãå¹çãæ¹åããããã»ã¹ã§ããPythonã§æžãããChatGPTã®ã€ã³ã¿ãŒãã§ãŒã¹ãæé©åããã«ã¯ãäžèŠãªã«ãŒããéè€ããåŠçãçãããšãèå¿ã§ãããŸããã¢ã«ãŽãªãºã ãèŠçŽããããå¹çã®è¯ãæ¹æ³ã«æŽæ°ããããšãéèŠã§ãããã
ãªãã¡ã¯ã¿ãªã³ã°ã¯ãã³ãŒãã®å€éšã®æ¯ãèããå€ããã«å éšæ§é ãæ¹åããããšãæããŸããChatGPTãæ±ãPythonã³ãŒãã§ã¯ãé·ãè€éãªé¢æ°ãããçãã·ã³ãã«ãªãã®ã«åå²ããããšã§ãèªã¿ããããšä¿å®æ§ãé«ããããšãã§ããŸãããã®ããã»ã¹ã«ãããå°æ¥ã®ãšã©ãŒã®ãªã¹ã¯ã軜æžããä»ã®éçºè ãã³ãŒããç解ãããããªããŸãã
æé©åãšãªãã¡ã¯ã¿ãªã³ã°ã¯ãæéãšãšãã«ç¶ç¶ããŠè¡ãã¹ãäœæ¥ã§ããæ°ããæ©èœãè¿œå ããéããæ¢åã®æ©èœãæ¹åãããšãã«ãããããã®ããã»ã¹ã«ç®ãåããã³ãŒãã®å質ãé«ããŠãããŸãããã
5.2 ãããã°ãšãšã©ãŒåŠçã®ããã»ã¹
ãããã°ã¯ããã°ã©ãã³ã°ã«ãããŠé¿ããããªãå·¥çšã§ãããç¹ã«ChatGPTã®ãããªè€éãªã¢ããªã±ãŒã·ã§ã³ãæ±ãéã«ã¯ã现å¿ã®æ³šæãå¿ èŠã§ãããšã©ãŒã¡ãã»ãŒãžãæ£ç¢ºã«èªã¿åããåé¡ãçºçããŠããã³ãŒãé åãç¹å®ããèœåãé€ãããšã倧åã§ãã
Pythonã«ã¯ãããã°äœæ¥ãæ¯æŽããããã®ããŒã«ãè±å¯ã«ãããŸããäŸãã°ãpdbãipdbãªã©ã®ãããã¬ã䜿çšããããšã§ãã³ãŒãã®å®è¡ãäžæåæ¢ããå€æ°ã®å€ãæ€èšŒããããã¹ããããã€ã¹ãããã§å®è¡ã远跡ãããããããšãã§ããŸããé©åãªãããã¬ã®éžæãšå©çšããè¿ éãªãšã©ãŒè§£æ±ºã«ç¹ããã§ãããã
ãšã©ãŒåŠçã«é¢ããŠã¯ãtry-exceptãããã¯ãé©åã«äœ¿çšããããšã§ãããã°ã©ã ã®äºæãã¬ã¯ã©ãã·ã¥ãé²ãããŠãŒã¶ãŒãã¬ã³ããªãŒãªæåãå®çŸããããšãå¯èœã§ããäŸå€ãçºçããå Žåã«åããŠããã°ã®èšé²ãå埩åŠçãè¡ãããšãå¿ããªãããã«ããŸãããã
5.3 ããã©ãŒãã³ã¹ãšå¹çæ§ã®åäžã«åããæŠç¥
ããã©ãŒãã³ã¹ãåäžãããããã«ã¯ãã³ãŒãã®ãããã¡ã€ãªã³ã°ãè¡ããå®è¡æéã®ãããéšåãç¹å®ããå¿ èŠããããŸããcProfileãªã©ã®ããŒã«ã䜿çšããŠãå®è¡æéã®é·ãé¢æ°ãã¡ãœãããææ¡ãããããã®åŠçãæé©åããŸãã
å¹çæ§ãé«ããã«ã¯ãããŒã¿æ§é ã®éžæãéèŠã§ããäŸãã°ãæ€çŽ¢æäœãé »ç¹ã«è¡ãããå Žåã¯ããªã¹ããããã»ããã®æ¹ãé«éã§ãããŸããã€ãã©ãã«ãªããŒã¿ãæ±ãå Žåã¯ããªã¹ãå å è¡šèšãçšããããšã§ãã«ãŒãåŠçãéããããšãå¯èœã§ãã
éåæåŠçããã«ãã¹ã¬ããã£ã³ã°ããã«ãããã»ãã·ã³ã°ã掻çšããããšã«ãã£ãŠãI/OåŠçã®åŸ ã¡æéãæå¹ã«æŽ»çšããå šäœçãªå®è¡é床ãåäžãããããšãã§ããŸããChatGPTã®å¿çæéã®ççž®ã«ãå¹æçãªå¯ŸçãšãªããŸãã
5.4 ã³ãã¥ããã£ãšãªãŒãã³ãœãŒã¹ã®ãªãœãŒã¹ã®å©çš
ã³ãã¥ããã£ã¯ãããã°ã©ãã³ã°ã¹ãã«ãé«ããããã®è²ŽéãªãªãœãŒã¹ã§ããPythonã³ãã¥ããã£ã«ã¯ãChatGPTã®å®è£ ã掻çšã«é¢ããç¥èŠãå ±æããå€ãã®éçºè ãããã圌ããšã®å¯Ÿè©±ãéããŠãå°éç¥èãæ·±ããããã€ãããŒãã£ããªã¢ã€ãã¢ãåŸããã§ããŸãã
ãªãŒãã³ãœãŒã¹ã®ã©ã€ãã©ãªããã¬ãŒã ã¯ãŒã¯ã掻çšããããšã«ãã£ãŠãéçºã®ã¹ããŒããäžããããšãå¯èœã§ããChatGPTããã®ä»ã®èªç¶èšèªåŠçããŒã«ãPythonã§å©çšããéã«ã¯ãNLTKãspaCyãªã©ã®ã©ã€ãã©ãªã圹ã«ç«ã€ã§ãããã
GitHubãGitLabã®ãããªãœãŒã·ã£ã«ã³ãŒãã£ã³ã°ãã©ãããã©ãŒã ã§ã¯ãä»ã®éçºè ã®ã³ãŒããé²èŠ§ããããèªåã®ãããžã§ã¯ããå ¬éããŠãã£ãŒãããã¯ãåãããããããšãã§ããŸãããªãŒãã³ãœãŒã¹ãããžã§ã¯ãã«è²¢ç®ããããšã¯ãæè¡çãªã¹ãã«ãåäžãããã ãã§ãªãããããã§ãã·ã§ãã«ãªãããã¯ãŒã¯ã®æ§ç¯ã«ãç¹ãããŸãã
6. ChatGPT Pythonããã°ã©ãã³ã°ã®æªæ¥ãšå±æ
6.1 AIããã°ã©ãã³ã°ã®é²åãšä»åŸã®åå
AIããã°ã©ãã³ã°ã¯ãæ å ±æè¡ã®é åã«ãããæ¥éãªé²åã®äžç¿Œãæ ã£ãŠããŸããæ©æ¢°åŠç¿ã¢ãã«ãšã®çµ±åãããæŽç·Žãããã¢ã«ãŽãªãºã ã®éçºãèªç¶èšèªåŠçã®é²æ©ã¯ãAIããã°ã©ãã³ã°ãåžžã«å€é©ã®æ³¢ãžãšå°ããŠããŸãã
ãã®åéã®ååã¯ãæ¢åã®æè¡ã«æ°ããªæ©èœãè¿œå ããããšããAIããŒã«ã®äœ¿ãããããåäžãããããšã«éç¹ã眮ããŠããåŸåããããŸãããŸãããšã³ããŠãŒã¶ãŒãžã®AIæè¡ã®æ®åãé²ãäžã§ãéçºè ã¯ããçŽæçãªããã°ã©ãã³ã°ã€ã³ã¿ãŒãã§ã€ã¹ã®æäŸãè¿œæ±ãå§ããŠããŸãã
ä»åŸãAIããã°ã©ãã³ã°ã¯ããå€ãã®åéã«é©çšãããããžãã¹ã ãã§ãªãå人çãªå©çšã®ç¯å²ãæ¡å€§ããããšãäºæž¬ãããŸãããã®é©æ°çãªæµãã®äžã§ãPythonèšèªã¯ãã®æè»æ§ãšæ±çšæ§ã«ããäžå¿ç圹å²ãç¶æãç¶ããã§ãããã
6.2 ChatGPTã®ã¢ããããŒããšçæ ç³»ã®çºå±
ChatGPTã¯ããã®é«åºŠãªèªç¶èšèªåŠçèœåã«ãã£ãŠæ³šç®ãéããŠãããä»åŸãç¶ç¶çãªã¢ããããŒããæåŸ ãããŸãããããã®ã¢ããããŒãã«ãããChatGPTã®å¯Ÿè©±èœåãåŠç¿å¹çãããã«åäžããããšãäºæž¬ãããŠããŸãã
ChatGPTã®çæ ç³»ã¯ãå€ãã®éçºè ãšãšã³ããŠãŒã¶ãŒã«ãã£ãŠè²ãŸããŠãããããã«ãã£ãŠAPIã®æ¡åŒµãã€ã³ãã°ã¬ãŒã·ã§ã³ããŒã«ã®å¢å ãæ°ããã¢ããªã±ãŒã·ã§ã³ã®éçºãé²è¡ããŠããŸããéçºè ã³ãã¥ããã£ã®ç©æ¥µçãªåç»ã¯ãçæ ç³»ã®æç¶å¯èœãªæé·ãä¿é²ããŠããŸãã
ä»åŸãChatGPTã¯ããŠãŒã¶ãŒã®ããŒãºã«åãããçºå±ãç¶ããããå€ãã®æ¥çã§ã®å°å ¥ãèŠèŸŒãŸããŠããŸãããŸããPythonãšã®èŠªåæ§ã¯ChatGPTãå©çšããéçºã®å¹çåãåŸæŒãããŠããŸãã
6.3 æè¡ã€ãããŒã·ã§ã³åéã§ã®Pythonã®å°äœ
Pythonã¯ããã®ã·ã³ãã«ãªæ§æãšåŒ·åãªã©ã€ãã©ãªã«ãããæè¡ã€ãããŒã·ã§ã³åéã§ã®äž»èŠãªèšèªã®äžã€ãšãªã£ãŠããŸããå€æ§ãªãã¬ãŒã ã¯ãŒã¯ãšããŒã«ã»ãããåããŠãããããç 究è ããšã³ãžãã¢ã«åºãæ¡çšãããŠããŸãã
ããŒã¿ãµã€ãšã³ã¹ãæ©æ¢°åŠç¿ããŠã§ãéçºãªã©ãè€æ°ã®åéã«ãããPythonã¯ãã®å°äœã確ç«ããŠãããããã«ããPythonã³ãã¥ããã£ã®æé·ãšã€ãããŒã·ã§ã³ã®ã¹ããŒããå éããŠããŸãããŸããæè²ã®åéã§ããããã°ã©ãã³ã°åŠç¿ã®ç¬¬äžèšèªãšããŠæšå¥šãããããšãå€ãã§ãã
å°æ¥ã«ãããŠãããªãŒãã³ãœãŒã¹ã®å²åŠãšæŽ»çºãªã³ãã¥ããã£ã«ãããPythonã¯æè¡é©æ°ã®æåç·ã«ç«ã€ããšãæåŸ ãããŠããŸãããããã®åŸåã¯ãPythonãæ°ããªæè¡é åã«ãé©å¿ãç¶ããããšã瀺ããŠããŸãã
6.4 åŠç¿ãšæé·ãžã®æè³ã®éèŠæ§
ãã¯ãããžãŒã®é²åã¯æ¥éã§ãããããã°ã©ããŒããšã³ãžãã¢ã¯æ°ããã¹ãã«ã身ã«ã€ãç¶ããããšãæ±ããããŸããæè¡ã®ãã¬ã³ããè¿œããããåŠç¿ã«å¯Ÿããæè³ãæ ããªãããšãããã£ãªã¢ã®æé·ã«ã€ãªãããŸãã
ChatGPTãPythonããã°ã©ãã³ã°ã®ç¥èã¯ãä»æ¥ã®ããžã¿ã«äžçã«ãããŠäŸ¡å€ãé«ãŸã£ãŠããŸããã³ãŒããåŠã¶ããšã¯åã«è·æ¥çãªèœåãé«ããã ãã§ã¯ãªããè«ççæèãåé¡è§£æ±ºèœåã®åäžã«ãå¯äžããŸãã
ç¶ç¶çãªåŠç¿ã¯åµé æ§ãåºæ¿ããæ°ããã¢ã€ãã¢ãé©æ°çãªãããžã§ã¯ãã«ã€ãªããå¯èœæ§ãç§ããŠããŸããChatGPTãPythonãåŠã¶ããšã¯ãå°æ¥çãªæè¡çºå±ã®äžã§éèŠãªåœ¹å²ãæããããšãã§ãã匷ãåºç€ãç¯ãããšã«ä»ãªããŸããã
ãŸãšã
ãChatGPT Python ããã°ã©ãã³ã°ãã§ã¯ãAIãšPythonã®åºç€ããå¿çšãŸã§ãããžãã¹ããŒãœã³ã«åããæ å ±ããœãããªå£èª¿ã§è§£èª¬ããŠããŸããChatGPTã®èªç¶èšèªåŠçèœåãšPythonã®çµã¿åããã®ããã³ã·ã£ã«ãæ¢ããå¹ççãªã¢ããªã±ãŒã·ã§ã³éçºæ³ãææ¡ãå®éã®ãããžã§ã¯ãçµ±åäŸãéçºç°å¢ã®èšå®ãã³ãŒãã£ã³ã°ã®ã³ããå°æ¥å±æã«è³ããŸã§ã貎éãªãã³ããæºèŒãæè¡é²åãããžãã¹ã«æŽ»ããããã«ããã®åéãžã®ç解ãæ·±ããŸãããã