ðã°ãŒã°ã«äž»å¬ã®Women in ML ãªã³ã©ã€ã³ã·ã³ããžãŠã
ä»æ¥ã¯Googleäž»å¬ã®Women in ML Symposiumãšããæ©æ¢°åŠç¿ã»AIé¢é£ã®ã€ãããŒã·ã§ã³ã«ãã©ãŒã«ã¹ãåœãŠå¹ŽäžåºŠéããããªã³ã©ã€ã³ã·ã³ããžãŠã ã«åå ããŸãããããªãå€ãã®ã¯ãŒã¯ã·ã§ãããéãããŠããŠãã®Noteèšäºã§ã¯ãã¬ã¯ãã£ãŒããŒããäœæããæèŠã§ããã€ãã®èŠç¹ãç°¡åã«æžãåºããŠå
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Role Prompting:
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Summary: ããŒã«ããã³ããã£ã³ã°ã¯ãã¢ãã«ãè¿çãçæããéã«ç¹å®ã®åœ¹å²ãèŠç¹ãæå®ããããšãå«ã¿ãŸãã
Example: äžè¬çãªããã³ããã§ã¯ãªãããããªãã¯æåž«ã§ãããšãããããªåœ¹å²ãæå®ããããšã§ãã¢ãã«ã¯æåž«ã®èŠç¹ããè¿çãçæããŸãã
Context Task Format Prompting:
ã³ã³ããã¹ãã¿ã¹ã¯ãã©ãŒãããããã³ããã£ã³ã°
Summary: ã³ã³ããã¹ãã¿ã¹ã¯ãã©ãŒãããããã³ããã£ã³ã°ã¯ãããã³ãããæ§é åããæèãå ·äœçãªã¿ã¹ã¯ãããã³æãŸãããã©ãŒããããå«ããææ³ã§ãã
Example: åãªã質åã§ã¯ãªããæèãæäŸãããããŒã¿ã»ããXã䜿çšããŠããã¬ã³ããåæããçµæãæ確ãªãã£ãŒãã§æ瀺ããŠãã ããããšãã£ããã©ãŒãããæå®ãå«ãŸããŸãã
Role + Context + Task:
ããŒã« + ã³ã³ããã¹ã + ã¿ã¹ã¯
Summary: ããŒã«ãã³ã³ããã¹ããããã³ã¿ã¹ã¯ã®èŠçŽ ãçµã¿åãããããã³ããã£ã³ã°ææ³ã§ããã詳现ã§å ·äœçãªæ瀺ãæäŸããŸãã
Example: ãããªãã¯è²¡åããŒã¿ã»ãããæ±ãããŒã¿ã¢ããªã¹ãã§ããããŒã¿å ã®ãã¿ãŒã³ãå€ãå€ãç¹å®ãã詳现ãªã¬ããŒããæäŸããŠãã ããããšãã£ãã圹å²ãæèãã¿ã¹ã¯ã®èŠçŽ ãå«ãŸããŸãã
ãŒãã·ã§ãã vs. ãã¥ãŒã·ã§ãã (Zero-Shot vs. Few-Shots Prompting)
ãŒãã·ã§ããããã³ããã£ã³ã° (Zero-Shot Prompting)
ãŒãã·ã§ããããã³ããã£ã³ã°ã¯ãã¢ãã«ã«å ·äœçãªäŸããã¬ãŒãã³ã°ãæäŸããã«ãã¿ã¹ã¯ã質åãå²ãåœãŠãææ³ã§ãã
ç¹åŸŽ: 䌌ããããªäŸã«äºåã«è§Šããã«ãã¢ãã«ãå¿çãçæããããšãæåŸ ãããŸãã
äŸ: ãã¬ãŒãã³ã°ã®äŸãæäŸããã«ãã¢ãã«ã«ç¹å®ã®æãè±èªãããã©ã³ã¹èªã«ç¿»èš³ããããã«æ±ããããšã
ãã¥ãŒã·ã§ããããã³ããã£ã³ã° (Few-Shot Prompting)
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ç¹åŸŽ: ã¢ãã«ã¯æäŸãããäŸã䜿çšããŠãæå®ãããã¿ã¹ã¯ã«å¯Ÿããç解ãäžè¬åãé©å¿ãããŸãã
äŸ: ããã¹ãã®ææ ãåé¡ããåã«ãã¢ãã«ã«ææ ã®ã©ãã«ãä»ããæ°äŸã®ããã¹ããæäŸããããšã
Chain of Thoughts Prompting
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Visual Block ããŒã³ãŒãMLããŒã«
Visual Blocks for MLã¯ãGoogleã®èŠèŠçããã°ã©ãã³ã°ãã¬ãŒã ã¯ãŒã¯ã§ãããŒã³ãŒãã®ã°ã©ããšãã£ã¿ãŒã§MLïŒæ©æ¢°åŠç¿ïŒãã€ãã©ã€ã³ãäœæã§ããŸãããŠãŒã¶ãŒã¯ãã¢ãã«ããŠãŒã¶ãŒã®å ¥åãããã»ããµãããã³èŠèŠåãå«ãããã©ãã°ã¢ã³ãããããã§MLã³ã³ããŒãã³ããæ¥ç¶ããããšã§ãçŽ æ©ãã¯ãŒã¯ãããŒã®ãããã¿ã€ããäœæã§ããŸã
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MLOpsããŒã«:
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