1. ããŒã¿ãµã€ãšã³ãã£ã¹ããšã¯ïŒ
ããŒã¿ãµã€ãšã³ãã£ã¹ããšã¯ãããžãã¹ãçµç¹ã®èª²é¡è§£æ±ºã«ãããææ決å®ãè¡ãããã«å€§éã®ããŒã¿ãåæã»è§£éããäºæž¬ãæé©åãªã©æçšãªæŽå¯ãæäŸããå°éè·ã§ãããã®æŽ»åç¯å²ã¯åºç¯ã§ãããããŒã±ãã£ã³ã°ãå¶æ¥ãçç£ã人äºãªã©ã©ã®éšéã§ããã®ã¹ãã«ã掻çšãããŸãã
1.1 ããŒã¿ãµã€ãšã³ãã£ã¹ãã®åœ¹å²ãšã¹ãã«
ããŒã¿ãµã€ãšã³ãã£ã¹ãã®äž»ãªåœ¹å²ãšããŠãããŒã¿åéã»æŽçãããŒã¿åæã»ã¢ããªã³ã°ããããŠçµæã®è§£éã»æ瀺ãæããããŸãããããã®æ¥åãéè¡ããã«ã¯ãPythonãRãªã©ã®ããã°ã©ãã³ã°ã¹ãã«ãçµ±èšåŠãæ©æ¢°åŠç¿ãªã©ã®æ°åŠçç¥èãSQLãªã©ã®ããŒã¿ããŒã¹æäœã®ç¥èããããŠããçšåºŠã®ããžãã¹ç解åãå¿ èŠãšãªããŸãããŸããçµæãä»ã®äººã«ãç解ããŠãããããããªãã¬ãŒã³ããŒã·ã§ã³ã¹ãã«ãã³ãã¥ãã±ãŒã·ã§ã³èœåãéèŠãªã¹ãã«ã®äžã€ã§ãã
1.2 ããŒã¿ãµã€ãšã³ãã£ã¹ãã®éèŠãšåãæ¹
è¿å¹Žãçµç¹ãäŒæ¥ãããã°ããŒã¿ã®å©æŽ»çšãé²ããã«ã€ããŠãããŒã¿ãµã€ãšã³ãã£ã¹ãã®éèŠã¯å¢å€§ããŠããŸããç¹çŽ°ãªåæãšæ·±é ãªæŽå¯ã«ãããããŒã¿ãµã€ãšã³ãã£ã¹ãã¯çµç¹ã®ææ決å®ã«å€§ããªè²¢ç®ãæããããã®éèŠæ§ãèŠçŽãããŠããŸãã
ããŒã¿ãµã€ãšã³ãã£ã¹ãã®åãæ¹ã¯å€æ§ã§ã倧äŒæ¥ã®ç€Ÿå ããŒã ã«æå±ããããã³ã³ãµã«ãã£ã³ã°äŒç€Ÿã補åéçºã®äŒæ¥ã§åããããããªãŒã©ã³ã¹ãšããŠç¬ç«ãããããã±ãŒã¹ããããŸãããŸãããã¯ãããžãŒã®çºå±ã«äŒŽãããªã¢ãŒãã¯ãŒã¯ãéžæããããŒã¿ãµã€ãšã³ãã£ã¹ããå¢ããŠããŠããŸãã
2. ããŒã¿ãµã€ãšã³ãã£ã¹ãã«å¿ èŠãªåºæ¬çãªç¥è
ããŒã¿ãµã€ãšã³ãã£ã¹ãã«å¿ èŠãªåºæ¬çãªç¥èã¯äž»ã«äºã€ããããããã¯çµ±èšåŠãšç¢ºçè«ãããã°ã©ãã³ã°ãããŒã¿ããŒã¹ãšSQLãããŒã¿åæãšããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ããããŠæ©æ¢°åŠç¿ãšAIã§ãã
2.1 çµ±èšåŠãšç¢ºçè«
çµ±èšåŠãšç¢ºçè«ã¯ããŒã¿ãµã€ãšã³ãã£ã¹ãã«ãšã£ãŠå¿ èŠäžå¯æ¬ ãªç¥èã®äžã€ã§ããããããåŠã¶ããšã§ãããŒã¿ã®æ¯ãèããç解ãããã®ç¹æ§ãåæããããã®éå ·ãåŸãããšãã§ããŸããçµæã®ä¿¡é Œæ§ãå€æããããäžç¢ºå®æ§ãéåãããã仮説ããã¹ããããããããã«çµ±èšåŠçãªç¥èã掻çšãããŸãã
2.2 ããã°ã©ãã³ã°
次ã«ãããã°ã©ãã³ã°ã®ã¹ãã«ãæ¬ ãããŸãããããŒã¿ãå¹ççã«åŠçããåæããããã«ã¯ããã°ã©ãã³ã°ã®ç¥èãå¿ é ã§ããç¹ã«PythonãRã¯ããŒã¿åæã«ããå©çšãããèšèªã§ãããŸããŸãªããŒã¿åæã©ã€ãã©ãªãæäŸãããŠããããããããã®èšèªãç解ããŠãããšå€§ãã«åœ¹ç«ã¡ãŸãã
2.3 ããŒã¿ããŒã¹ãšSQL
ãŸããããŒã¿ããŒã¹ãšSQLã®ç¥èãå¿ èŠã§ããããŒã¿ããŒã¹ã¯æ å ±ãæŽçããä¿åããã·ã¹ãã ã§ããããå¹ççã«æäœã»ç®¡çããããã®èšèªãSQLã§ããããŒã¿ããŒã¹ããå¿ èŠãªããŒã¿ãåãåºããããããŒã¿ãæ¿å ¥ãããããéã«ã¯SQLãçšããŸãã
2.4 ããŒã¿åæãšããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³
ãããŠãããŒã¿ã解èªããç解ããæå¹ãªæŽå¯ãåŸãããã«ã¯ããŒã¿åæãšããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã®ã¹ãã«ãæ±ããããŸããããŒã¿åæã«ã¯çµ±èšåŠçãªæ¹æ³ãçšããŠããŒã¿ã調æ»ãããã®ãã¿ãŒã³ãé¢é£æ§ãæ¢ãèœåãæ±ããããŸããäžæ¹ãããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã«ã¯åæçµæãåãããããèŠèŠåããæè¡ãæ±ããããŸãã
2.5 æ©æ¢°åŠç¿ãšAI
æåŸã«ããããå šãŠãçµ±åããæŽãªãæŽå¯ãåŸãããã®éå ·ãšããŠæ©æ¢°åŠç¿ãšAIã®ç¥èãå¿ èŠã§ããæ©æ¢°åŠç¿ã¯å€§éã®ããŒã¿ãããã¿ãŒã³ãèŠã€ãåºããäºæž¬ã¢ãã«ãæ§ç¯ããããã®æè¡ã§ãAIã¯ãããã®æè¡ãçšããŠäººéã®ç¥èœãæš¡å£ããããã®äžé£ã®ã·ã¹ãã ãæè¡ã瀺ããŸãã
3. ããŒã¿ãµã€ãšã³ãã£ã¹ãã«æå¹ãªè³æ Œãšãã®ç¹åŸŽ
ããŒã¿ãµã€ãšã³ãã£ã¹ãã«ãªãããã«ã¯ãæ§ã ãªåéã®ç¥èãå¿ èŠãšãªããŸããããããäœç³»çã«åŠã³ãèªèº«ã®ã¹ãã«ã蚌æããããã«ãè³æ Œè©Šéšã®ååŸãæå¹ã§ããããããã¯ãããŒã¿ãµã€ãšã³ãã£ã¹ãã«æå¹ãªè³æ Œãšãã®ç¹åŸŽã«ã€ããŠè©³ãã説æããŠãããŸãã
3.1 Oracle Certified Professional, Java SE 8 Programmer
Oracle Certified Professional, Java SE 8 Programmerã¯ãããŸããŸãªäŒæ¥ããããžã§ã¯ãã§æŽ»çšãããŠããããã°ã©ãã³ã°èšèªJavaã®ç¥èãšæè¡ã蚌æããè³æ Œã§ããJavaã¯ããŒã¿åæãæ©æ¢°åŠç¿ã§é »ç¹ã«äœ¿çšãããèšèªã§ããããããã®è³æ Œã¯éåžžã«äŸ¡å€ããããŸãããŸããè³æ ŒååŸã«ã¯ãJavaã®åºæ¬æ§æããããªããžã§ã¯ãæåèšèšãããŒã¿ããŒã¹ãšã®æ¥ç¶ãäŸå€åŠçã䞊ååŠçãšãã£ãé«åºŠãªå 容ãŸã§ãç解ããå¿ èŠããããŸãã
3.2 IBM Data Science Professional Certificate
IBM Data Science Professional Certificateã¯ãPythonã䜿çšããããŒã¿ãµã€ãšã³ã¹ã®ç¥èãæ€èšŒããããã®è³æ Œã§ãããã®è³æ Œã¯Courseraäžã§æäŸãããŠããã9ã€ã®ã³ãŒã¹ããæãç«ã£ãŠããŸããããã§ã¯Pythonã䜿ã£ãããŒã¿ã®ã¯ãªãŒãã³ã°ãå¯èŠåãæ©æ¢°åŠç¿ã¢ã«ãŽãªãºã ã®é©çšãšãã£ããããŒã¿ãµã€ãšã³ãã£ã¹ãã®åºæ¬çãªã¹ãã«ãç¶²çŸ çã«åŠã¹ãŸããæçµçãªãããžã§ã¯ãã§ã¯ãå®éã®ããŒã¿ãå©çšããŠåæãè¡ããããã¹ãã«ã®å®è·µçãªç¢ºèªãå¯èœãšãªããŸãã
3.3 SAS Certified Data Scientist
SAS Certified Data Scientistã¯ãåçšåæãœãããŠã§ã¢ã®äžã€ã§ããSASã®ç¥èã蚌æããè³æ Œã§ãããã®è³æ ŒãååŸããã«ã¯5ã€ã®è©Šéšã«åæ Œããå¿ èŠããããå¹ åºãããŒããã«ããŒããŠããŸããããšãã°çµ±èšãããŒã¿ãã€ãã³ã°ããã·ã³ã©ãŒãã³ã°ãäºæž¬ã¢ããªã³ã°ãªã©ãšãã£ãé«åºŠãªå 容ãããã«ã¯ããžãã¹èª²é¡ã®ç解ãšãã£ãäžæ¹ã§ãããã°ã©ãã³ã°ããŒã¹ã®èª²é¡ã«åãçµããããªéšåãå«ãŸããŸãã
3.4 Google Cloud Certified – Professional Data Engineer
Google Cloud Certified – Professional Data Engineerã¯Google Cloud Platformã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã蚌æããè³æ Œã§ãããã®è³æ Œã¯Googleãéçºããæ§ã ãªããŒã«ããµãŒãã¹ã䜿ã£ãŠã倧èŠæš¡ãªããŒã¿ãå¹ççã«åãæ±ãããã®ã¹ãã«ã蚌æããŸããå ·äœçã«ã¯ãGoogle BigQuery, Google Cloud Dataflowãªã©ã®ããŒã«ã䜿ã£ãããŒã¿ã®åéãå€æããããªãã·ã¥ãããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãªã©ã®ç¥èãåãããŸãã
4. åå¥è³æ Œã®è©³çŽ°ãªè§£èª¬
ããã§ã¯ãå ã»ã©çŽ¹ä»ããããŒã¿ãµã€ãšã³ãã£ã¹ãã«æå¹ãªè³æ Œã«ã€ããŠããã®å ·äœçãªå 容ãååŸã«å¿ èŠãªã¹ããããããã«ã¯ååŸããããšã«ãã£ãŠã©ã®ãããªã¹ãã«ã身ã«ã€ãã®ãã詳ãã解説ããŸãã
4.1 Oracle Certified Professional, Java SE 8 Programmer
Oracle Certified Professional, Java SE 8 ProgrammerïŒOCPJP 8ïŒã¯ãOracle瀟ãæäŸããJava SE 8ã«é¢ããè³æ Œã§ãããã®è³æ Œãæã€ãšãJavaã§ãœãããŠã§ã¢éçºãè¡ãèœåã蚌æããããšã«ãªããŸããããã°ã©ã ã®ã©ã€ããµã€ã¯ã«å šäœãç解ããããã§èµ·ããåé¡ãé©åã«å¯Ÿå¿ã§ããããšãæ±ããããŸãã
è©Šéšã¯è€æ°ã®éžæåé¡ã§æ§æãããJavaã®åºæ¬æ§æãããªããžã§ã¯ãæåãäŸå€åŠçããžã§ããªãã¯ã¹ãã©ã ãåŒãªã©å¹ åºãç¥èãåãããŸããè³æ ŒååŸè ã«ã¯ãJavaãçšããããŒã¿åæããã·ã³ã©ãŒãã³ã°ã®ã¢ã«ãŽãªãºã æ§ç¯èœåã身ã«ã€ããŸãã
4.2 IBM Data Science Professional Certificate
次ã«çŽ¹ä»ããIBM Data Science Professional Certificateã¯ãIBMãæäŸããããŒã¿ãµã€ãšã³ã¹ã«ç¹åããè³æ Œã§ãããã®è³æ Œã«ã¯ãPythonããã°ã©ãã³ã°ãããŒã¿ã®å¯èŠåãããŒã¿ã®ã¯ãªãŒãã³ã°ãšæŽåœ¢ãããŒã¿ããŒã¹ã®æäœãæ©æ¢°åŠç¿ã®åºæ¬ãªã©ãããŒã¿ãµã€ãšã³ãã£ã¹ãã«ãªãããã®åºç€ç¥èãšæè¡ãå«ãŸããŠããŸãã
ã³ãŒã¹ã¯9ã€ã®ãµãã³ãŒã¹ããæ§æãããããããã«ã¯ã€ãºããããžã§ã¯ããå«ãŸããŠããŸãããã®è³æ ŒãååŸããã°ãããªãã¯IBMã®ãããã§ãã·ã§ãã«ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠã®æèœãèªå®ãããããšã«ãªããŸãã
4.3 SAS Certified Data Scientist
SAS Certified Data Scientistã¯SAS瀟ãæäŸããè³æ Œã§ã仮説æ€èšŒããããžãã¹ãžã®å¿çšãŸã§ãäžéãã«ããŒããè³æ Œã§ãããã®è³æ Œã¯çµ±èšãããŒã¿åŠçãããŒã¿ãã€ãã³ã°ãããžãã¹ç¥èãªã©ãããŒã¿ãµã€ãšã³ãã£ã¹ãã«å¿ èŠãªããŸããŸãªã¹ãã«ã蚌æããŸãã
è©Šéšã¯5ã€ã®ãµãã»ã¯ã·ã§ã³ã§æ§æãããPythonãšSASããã°ã©ãã³ã°ãçµ±èšåŠãããŒã¿ãã€ãã³ã°ãšæ©æ¢°åŠç¿ãããã¹ã解æãªã©å€å²ã«ããããŸããSAS Certified Data ScientistãååŸããã°ãããžãã¹ã«ããŒã¿ãµã€ãšã³ã¹ãé©çšããèœåããããšèªå®ãããŸãã
4.4 Google Cloud Certified – Professional Data Engineer
æåŸã«çŽ¹ä»ããã®ã¯Google Cloud Certified – Professional Data Engineerãšããè³æ Œã§ãããã®è³æ Œã¯Google Cloud PlatformïŒGCPïŒã§ã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ã¹ãã«ã蚌æããŸããããã«ã¯ãã·ã¹ãã éçºããã·ã³ã©ãŒãã³ã°ã¢ãã«ã®æ§ç¯ãããŒã¿ã»ããã®å¯èŠåãšåæãããã°ããŒã¿ã®ãœãªã¥ãŒã·ã§ã³ã®èšèšãšå®è£ ãªã©ãå«ãŸããŸãã
ãã®è©ŠéšãéããŠãGCPã§ã®ããŒã¿ãããžã§ã¯ãã®èšèšããå®è£ ãéçšãæé©åãŸã§ãé©åã«è¡ãèœåãè©äŸ¡ãããŸããGoogle Cloud Certified – Professional Data EngineerãååŸããã°ãã¯ã©ãŠããšã³ãžãã¢ãªã³ã°ã«ãããããªãã®ã¹ãã«ãèªå®ãããŸãã
5. ããŒã¿ãµã€ãšã³ãã£ã¹ãã«æ±ããããã¹ãã«ãšãã®ç¿åŸæ¹æ³
ããŒã¿ãµã€ãšã³ãã£ã¹ãã«ã¯ãå°éçãªã¹ãã«ãæ±ããããŸããäžè¬çã«ã¯ãããã°ã©ãã³ã°èœåãçµ±èšåŠã確çè«ã®ç¥èãããŒã¿åæåããããŠããžãã¹ç解åãå¿ èŠã§ãããããã®ã¹ãã«ãç¿åŸããããšã§ãããŒã¿ããã®æŽå¯åã磚ããäŒæ¥ãæ±ããåé¡ãããŒã¿äžãã解決ããããšãå¯èœãšãªããŸãã
5.1 ããã°ã©ãã³ã°èœå
ãŸãã¯ããã°ã©ãã³ã°èœåã§ããããŒã¿ãµã€ãšã³ãã£ã¹ãã¯å€§éã®ããŒã¿ãæ±ããŸããããã®ããã«ã¯ããã°ã©ãã³ã°èšèªã䜿ã£ãŠããŒã¿ã®ååŸãã¯ã¬ã³ãžã³ã°ãåæãå¯èŠåãè¡ãå¿ èŠããããŸãããã䜿ãããèšèªã«ã¯PythonãRããããŸãããããã®èšèªã¯ããŒã¿åæã«ç¹åããã©ã€ãã©ãªãå å®ããŠãããéåžžã«æå¹ã§ãããŸãã倧éã®ããŒã¿åŠçã«ãããŠã¯SQLãå¿ èŠãšãªãããããããã®ããã°ã©ãã³ã°èœåã身ã«ã€ããããšãæšå¥šãããŸãã
5.2 çµ±èšåŠã»ç¢ºçè«ã®ç¥è
次ã«å¿ èŠãšãããã®ãçµ±èšåŠã»ç¢ºçè«ã®ç¥èã§ããããŒã¿åæã«ãããŠã¯ãçµ±èšçãªåŽé¢ããããŒã¿ãç解ãã確ççãªåŽé¢ããæªæ¥ãäºæž¬ããããšãäžè¬çã«æ±ããããŸããçµ±èšåŠãšç¢ºçè«ãç解ããŠãããããããŒã¿ã«æœããã¬ã³ããèŠã€ãåºããæªæ¥äºæž¬ãè¡ãããšãå¯èœã«ãªããŸãã
5.3 ããŒã¿åæå
ããããå¿ èŠãšãããã®ãããŒã¿åæåã§ããããŒã¿ãµã€ãšã³ãã£ã¹ãã¯äžããããããŒã¿ããæçšãªæ å ±ãæœåºãããããå€æææã«ããèœåãæ±ããããŸããå ·äœçã«ã¯ãããŒã¿ã®ååŠçãããŒã¿ã®å¯èŠåãããŒã¿ããã®æŽå¯åã®æœåºãªã©ã§ãããã®åãããããšã«ãããäŒæ¥ã®ææ決å®ã«å€§ããè²¢ç®ããããšãå¯èœãšãªããŸãã
5.4 ããžãã¹ç解å
æåŸã«éèŠãªã¹ãã«ãããžãã¹ç解åã§ããããŒã¿ãµã€ãšã³ãã£ã¹ãã¯ãåã«ããŒã¿ãæè¡ã®å°é家ã§ããã ãã§ãªãããã®åæçµæãå ã«ããžãã¹ã®ææ決å®ããµããŒããã圹å²ãæ ã£ãŠããŸãããã®ãããèªèº«ãæå±ããæ¥çãããžãã¹ã®å šäœåãç解ãããããããŒã¿åæã«èœãšã蟌ã¿ãçµæãããžãã¹çãªèŠç¹ã§è§£éãæ瀺ããèœåãæ±ããããã®ã§ãã
6. ããŒã¿ãµã€ãšã³ãã£ã¹ãã«ãªãããã®åŠç¿ã¹ããããšãã©ã³
ããŒã¿ãµã€ãšã³ãã£ã¹ããç®æãäžã§èŠæ®ããã¹ãåŠç¿ã¹ããããšãã©ã³ã«ã¯ãèªå·±åŠç¿ãç 究ã»éçºãè³æ ŒååŸããããŠå®åçµéšã®4ã€ãäž»ã«èããããŸãããããã¯ééããã¹ãã¹ããŒãžã§ãããèªåèªèº«ã®ãã£ãªã¢ããã¶ã€ã³ããäžã§ã®éèŠãªææšãšããªããŸãã
6.1 èªå·±åŠç¿
èªå·±åŠç¿ã¯ãèªåã®åŠã³ã®è²¬ä»»ãèªåèªèº«ã«æã€ããšãæå³ããŸããããã°ã©ãã³ã°ãçµ±èšåŠãããŒã¿åæãšãã£ãããŒã¿ãµã€ãšã³ãã£ã¹ãã«äžå¯æ¬ ãªã¹ãã«ã®åºç€ãåºããããã«ããèªå·±åŠç¿ã¯é¿ããŠã¯éããŸããã
èªå·±åŠç¿ã®ããã«ã¯ããªã³ã©ã€ã³ææãè±å¯ã«ååšããŸããã€ã³ã¿ãŒãããäžã§æäŸãããŠããç¡æã®è³æããMOOCs(Massive Open Online Courses)ã®ãããªãªã³ã©ã€ã³ã³ãŒã¹ã掻çšããããšã匷ããªã¹ã¹ã¡ããŸãã
6.2 ç 究ã»éçº
èªå·±åŠç¿ã§åŸãç¥èã䜿ã£ãŠãç©æ¥µçã«æ°ããªãã¯ããã¯ãææ³ãç 究ã»éçºããããšãéèŠã§ãããªã¢ã«ãªåé¡ã«å¯ŸããŠèªåã§è§£ãåºãã©ãã©ããªãŒçãªç°å¢ã¯ãçè«ã®ç解ãæ·±ãããããçšããŠåé¡ã解決ããã¹ãã«ãéããŸãã
å人çãªãããžã§ã¯ããç«ã¡äžãããããªãŒãã³ãœãŒã¹ã»ãããžã§ã¯ãã«åå ãããããããšã«ãããå ·äœçãªç 究ã»éçºçµéšãåŸãããšãã§ããŸãã
6.3 è³æ ŒååŸ
è³æ ŒååŸã¯èªå·±åŠç¿ãšç 究ã»éçºã®ç¥èã»ã¹ãã«ãèªèšŒããäžå©ãšãªããŸããç¹å®ã®è³æ ŒãååŸããããšã§ããããããŒã¿ãµã€ãšã³ãã£ã¹ãã«å¿ èŠãªç¥èãšæè¡ã¬ãã«ã瀺ãããšãã§ããŸããããã«ãè³æ ŒååŸã¯æ¡çšã®éã®ã¢ããã³ããŒãžã«ã€ãªããããšããããŸãã
6.4 å®åçµéš
æåŸã«ãå®åçµéšã¯åŠãã ç¥èãçŸå Žã§æŽ»çšããçµæãåºãèœåã磚ãæãè¯ãæ©äŒã§ããããã¯åŠãã ããšãäœç³»çã«æŽ»çšããã ãã§ãªããçµç¹å ã§ã®ã³ãã¥ãã±ãŒã·ã§ã³ã®ã¹ãã«ããããžã§ã¯ã管çã®ã¹ãã«ãéããè¯ããã£ã³ã¹ã§ããããŸãã
ã€ã³ã¿ãŒã³ã·ãããã¢ã«ãã€ããããªãŒã©ã³ã¹ã®ä»äºãªã©ãåããŠã®çµéšããã§ãããã®ã§ãèªåã®ã¹ãã«ãè©Šãæ©äŒãã€ããäºã倧åã§ãã
7. ããŒã¿ãµã€ãšã³ãã£ã¹ãã«åããã³ãã¥ããã£
ããŒã¿ãµã€ãšã³ãã£ã¹ããç®æãäžã§ãæ å ±åéãåŠã³ã®å ŽãšããŠæ§ã ãªã³ãã¥ããã£ãååšããŸããããã§ã¯äž»ã«ãªã³ã©ã€ã³ã³ãã¥ããã£ããã³ãºãªã³ã»ãããŒãã¡ã³ã¿ãŒã·ããã«ã€ããŠè§£èª¬ããŸãã
7.1 ãªã³ã©ã€ã³ã³ãã¥ããã£
ãªã³ã©ã€ã³ã³ãã¥ããã£ã¯ãåã ã®åŠç¿ããŒã¹ã«åãããŠæ å ±äº€æã質åãã§ãã䟿å©ãªå¹³å°ã§ããããŒã¿ãµã€ãšã³ãã£ã¹ãåãã®ãªã³ã©ã€ã³ã³ãã¥ããã£ã«ã¯ãStack OverflowãKaggleãRedditãªã©ããããŸãããã®ãããªã³ãã¥ããã£ã§ã¯ãããŒã¿ãµã€ãšã³ã¹ã«é¢é£ããåé¡ã解決ããããã®ã¹ã¬ããããæ°ããªç 究ã«ã€ããŠã®ãã£ã¹ã«ãã·ã§ã³ãèŠã€ããããšãã§ããŸãããŸããæ £äŸãšããŠãä»ã®ã¡ã³ããŒãã質åã«å¯ŸããŠé©åãªè§£çããããšè©äŸ¡ãäžããã·ã¹ãã ãååšããŠããŸãã
7.2 ãã³ãºãªã³ã»ãããŒ
ãã³ãºãªã³ã»ãããŒã¯ãå®éã®åé¡è§£æ±ºãéããŠåŠç¿ãæ·±ããããšãã§ããŸããã³ãŒããæžãäºãéããŠæ©æ¢°åŠç¿ã®ã¢ã«ãŽãªãºã ãããŒã¿åæã®ææ³ãåŠãã§ãããŸãããªã³ã©ã€ã³ã§æäŸãããŠããã»ãããŒãå€ããUdemyãCourseraã§ã¯æ§ã ãªããŒã¿ãµã€ãšã³ã¹é¢é£ã®ãã³ãºãªã³ã»ãããŒããããŸãããããã®ã»ãããŒã«åå ããããšã§ãå®éã®åé¡ã«å¯Ÿãã解決çãèªåã®æã§ã³ãŒãã£ã³ã°ããç解ãæ·±ããããšãã§ããŸãã
7.3 ã¡ã³ã¿ãŒã·ãã
ã¡ã³ã¿ãŒã·ãããšã¯ãå®éã«ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠåããŠããçµéšè ããçŽæ¥æå°ãã¢ããã€ã¹ãåããããšã§ãããŒã¿ãµã€ãšã³ã¹ã«å¯Ÿããç解ãæ·±ããæ¹æ³ã§ããèªèº«ã®ãã£ãªã¢ã圢æããäžã§ãæ¥çã®çµéšè ããåŠã¶ããšã¯éåžžã«äŸ¡å€ãããŸããå ·äœçãªã¢ããã€ã¹ããã£ãŒãããã¯ã®ä»ãã¡ã³ã¿ãŒã®çµéšè«ã倱æè«ãèãã ãã§ããããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠæŒãããŠããã¹ããã€ã³ããåŠã¶å€§ããªæ©äŒãšãªããŸãã
8. ããŒã¿ãµã€ãšã³ãã£ã¹ããžã®éã®ããšæªæ¥
ãã®äžçã¯ãããžã¿ã«æè¡ãšããŒã¿ãäž»å°ããæªæ¥ãžæ¥éã«ç§»è¡ããŠãããããã«äŒŽããããŒã¿ãµã€ãšã³ãã£ã¹ãã¯ãŸããŸãéèŠãªãã£ãªã¢ãšãªã£ãŠããŸãã
8.1 ããŒã¿ãµã€ãšã³ãã£ã¹ãã®ãã£ãªã¢ãã¹
ããŒã¿ãµã€ãšã³ãã£ã¹ãã®ãã£ãªã¢ãã¹ã¯çžåœã«å€æ§ã§ãããã人ã ã¯ã倧åŠã§ã®çåŠå£«å·ãæã¡ã確çè«ãçµ±èšåŠãªã©ããŒã¿åæã«ç¹åããåŠåãå°æ»ããŸããäžæ¹ãä»ã®äººã ã¯ãããžãã¹ãçµæžåŠãªã©ãããŒã¿è§£æãšæ¥çžŸæ¹åãçµã³ã€ããããšãã§ããä»ã®åéããæ¥ãŠããŸããã©ã®å Žåã§ããåæãçµ±èšãããã°ã©ãã³ã°ãªã©ãããŒã¿ãµã€ãšã³ã¹ã®äž»èŠãªã¹ãã«ãç¿åŸããããšãæ±ããããŸãã
å ¥éã¬ãã«ããå§ãŸããçµéšãšå ±ã«ã·ãã¢ããŒã¿ãµã€ãšã³ãã£ã¹ããŸãã¯ããŒã¿ãµã€ãšã³ã¹ãããŒãžã£ãŒã«æé²ããããšãå¯èœã§ããæŽã«äžãç®æããšãããŒã¿æŠç¥ã®å šäœçãªèŠéãæã€ããŒã¿ãµã€ãšã³ã¹ãã£ã¬ã¯ã¿ãŒãæäžäœã®äŒæ¥ããŒã¿ãªãã£ãµãŒïŒCDOïŒãšãã£ã圹è·ãç®æãããšãå¯èœã§ãã
8.2 ããŒã¿ãµã€ãšã³ãã£ã¹ãã®å°æ¥æ§ãšåžå Ž
ããã°ããŒã¿ãšAIãçµæžç€ŸäŒå šäœããªãŒãããŠããããã匷åãªããŒã¿åæèœåãæã€ããŒã¿ãµã€ãšã³ãã£ã¹ãã®éèŠã¯ä»åŸãå¢å€§ãããšäºæ³ãããŸããç¹ã«ãããžãã¹ããŒã¿ãç解ãããã®æŽå¯ããæŠç¥çææ決å®ã«è²¢ç®ã§ããããŒã¿ãµã€ãšã³ãã£ã¹ãã¯ãå€ãã®äŒæ¥ã§éåžžã«äŸ¡å€ããååšãšãªã£ãŠããŸãã
8.3 ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠæåããããã®ãã³ã
ããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠæåããããã«ã¯ã以äžã®äžã€ã®ãã€ã³ããèŠããŠãããšè¯ãã§ãããã
ãŸããåççãªæèãšè§£æ±ºçãæäŸããããšãæ±ããããŸãããããŠãããã¯ããŒã¿ãéããŠæäŸãããŸããããŒã¿ã¯çœªæªæãäºæ³ããèªç±ã§ãããçå®ã瀺ãããã®åªããææšã§ããçå®ãè¿œæ±ããããŒã¿ã«åºã¥ãææ決å®ãå°éããããšã¯ãããŒã¿ãµã€ãšã³ãã£ã¹ããšããŠæåããããã®äžå¯æ¬ ãªã¹ãã«ã§ãã
次ã«ãæ°ããããŒã«ãæè¡ããã°ããç¿åŸã§ããèœåãéèŠã§ããããŒã¿ç§åŠã¯åžžã«é²åããæ°ããããŒã«ãã¢ã«ãŽãªãºã ãæ¥ã çã¿åºãããŠããŸããæ°ããæè¡ãåŠã³ããããèªåã®ä»äºã«é©çšããèœåã¯ãããŒã¿ãµã€ãšã³ãã£ã¹ãã«ãšã£ãŠéèŠã§ãã
æåŸã«ãããžãã¹ã®èŠ³ç¹ããããŒã¿ãç解ããèœåãéèŠã§ããããŒã¿ã ãã§ãªããããŒã¿èåŸã®ããžãã¹èª²é¡ãç解ããããã解決ãããã³ããèŠã€ãåºãããšãéèŠãšãªããŸãã