ç¶(dÄng)æåè«?wù)æ¤F(xià n)ä»£è½æºèå°ç«¯ç§ææ(shÃ)ï¼ä¸å(gè)ç似質(zhì)樸çå(wèn)é¡å¸¸å¸¸æµ®ç¾(xià n)ï¼çºä»ä¹å¾å³çµ±(tÇng)çç«åç¼(fÄ)é»å» å°å é²(jìn)çæ ¸é»ç«ï¼å ¶æ ¸å¿è½éè½(zhuÇn)æé(guò)ç¨å¾å¾è¢«éä¿å°æ¦æ¬çºâçé(kÄi)æ°´âï¼èéä¸ç©çæ¬è³ª(zhì)ï¼èç¶(dÄng)ä»å¦ç«å¦è¼ç人工æºè½çè«èç®æ³è»ä»¶é(kÄi)ç¼(fÄ)ï¼ååå¨èææ¨£æ·±å»èæè¶£çé(guÄn)è¯(lián)ï¼
ä¸ãè½éçç¶(jÄ«ng)å ¸è½(zhuÇn)æï¼âçé(kÄi)æ°´âçç©çèå·¥ç¨æºæ §
ç¡(wú)è«æ¯ççç ¤çãå¤©ç¶æ°£ï¼éæ¯å©ç¨æ ¸è£è®éæ¾çå·¨éç±è½ï¼å ¶é¦è¦ç®æ¨(biÄo)齿¯å°æ°´å ç±æçºé«æº«é«å£çè¸æ±½ãéä¸é(guò)ç¨çæ®é©æ§ï¼æ ¹æ¤äºç±åå¸(xué)çåºæ¬åçãæ°´å ·ææ¥µé«çæ¯ç±å®¹åæ±½åæ½ç±ï¼æ¯åª(yÅu)è¯çå²(chÇ)ç±è工質(zhì)ä»è³ª(zhì)ï¼è¸æ±½åå ·åè¯å¥½çè¨è¹ååç¹æ§ãè¸æ±½è¼ªæ©(jÄ«)ï¼ä½çºå°ç±è½è½(zhuÇn)åçºæ©(jÄ«)械è½çé(guÄn)éµè¨(shè)åï¼å ¶å·¥ä½åçæ£æ¯å©ç¨è¸æ±½è¨è¹é© (qÅ«)å(dòng)渦輪èçæè½(zhuÇn)ãéä¸å¾âç±âå°âå(dòng)âçè½(zhuÇn)æï¼æ¯19ä¸ç´(jì)以ä¾(lái)人é¡(lèi)å·¥æ¥(yè)ææçåºç³ï¼å ¶è忝ç¶(jÄ«ng)å ¸ç©çå¸(xué)ï¼ç±åå¸(xué)ãæµé«åå¸(xué)ï¼èç²¾å¯æ©(jÄ«)械工ç¨çå®ç¾çµ(jié)åã
å æ¤ï¼âçé(kÄi)æ°´âå¹¶éæè¡(shù)åå§ç象å¾ï¼èæ¯å°(duì)ä¸ç¨®é«æã坿§ãå¯å¤§è¦(guÄ«)模工ç¨å實(shÃ)ç¾(xià n)çè½éè½(zhuÇn)æè·¯å¾çæ²è¬ãå®ä»£è¡¨äºäººé¡(lèi)å°(duì)ä¸ç¨®ç©çåççæ¥µè´å©ç¨ãæ ¸é»ç«çâçé(kÄi)æ°´âéç¶ç±æºä¾(lái)èªååæ ¸èéåå¸(xué)ççï¼ä½å ¶è½ééæ¾çâçæ´æ§âæ°æ°éè¦éé(guò)é奿çãç©©(wÄn)å®çâè¸æ±½-輪æ©(jÄ«)â系統(tÇng)ä¾(lái)â馴æâåè½(zhuÇn)åï¼ä»¥ç¢ºä¿å®å ¨èæçã
äºãæºè½çæ°èå¼ï¼äººå·¥æºè½ççè«åºç³
å¾âçé(kÄi)æ°´âçç©çä¸çèºé·å°äººå·¥æºè½çèæ¬ä¸çï¼æåé¢å°(duì)çæ¯å¦ä¸ç¨®å½¢å¼çâè½éâè½(zhuÇn)æââä¿¡æ¯èç¥è(shÃ)çè½(zhuÇn)æã人工æºè½ççè«åºç¤(chÇ)ï¼å¦æ©(jÄ«)å¨å¸(xué)ç¿(xÃ)ãæ·±åº¦å¸(xué)ç¿(xÃ)ï¼å ¶æ ¸å¿å¯ä»¥é¡(lèi)æ¯çºå°æ¾æ¸(shù)æ(jù)ä¸çâæ¨¡å¼âèâè¦(guÄ«)å¾âï¼å³å¾æµ·éæ¸(shù)æ(jù)ï¼âçæâï¼ä¸ï¼éé(guò)ç®æ³ï¼âåæ(yÄ«ng)è£ç½®âï¼æååºæç¨çç¥è(shÃ)ææ±ºçè½åï¼âé»è½âï¼ã
- ç£(jiÄn)ç£å¸(xué)ç¿(xÃ)å¦åä¸å(gè)ææç¢ºåç´ç建é é(guò)ç¨ï¼ç®æ³éé(guò)æ¨(biÄo)注æ¸(shù)æ(jù)䏿·èª¿(dià o)æ´å §(nèi)é¨åæ¸(shù)ï¼æ¬åè¼¸å ¥è輸åºçæ å°é(guÄn)ç³»ã
- ç¡(wú)ç£(jiÄn)ç£å¸(xué)ç¿(xÃ)忴忝卿ªç¥ä¸æ¢ç´¢çµ(jié)æ§(gòu)ï¼å¦èé¡(lèi)åæï¼æ¨å¨ç¼(fÄ)ç¾(xià n)æ¸(shù)æ(jù)å §(nèi)å¨çåå¸èé(guÄn)è¯(lián)ã
- å¼·(qiáng)åå¸(xué)ç¿(xÃ)å°¤çºæè¶£ï¼å®æ¨¡æ¬äºâ試é¯(cuò)âèâæ¿åµ(lì)âçé(guò)ç¨ï¼æºè½é«éé(guò)èç°(huán)å¢ç交äºç²å¾ç(jiÇng)åµ(lì)ä¿¡è(hà o)ä¾(lái)åª(yÅu)åçç¥ï¼éä¸å(dòng)æ (tà i)åª(yÅu)åé(guò)ç¨èè¸æ±½è¼ªæ©(jÄ«)系統(tÇng)éé(guò)åé¥èª¿(dià o)ç¯(jié)è¸æ±½æµéä»¥ä¿æç©©(wÄn)å®è¼¸åºçæ§å¶è«ææ³ï¼å¨å²å¸(xué)層é¢ä¸éç¸å¼æ(yÄ«ng)ã
éäºçè«ççªç ´ï¼å¦æ·±åº¦ç¥ç¶(jÄ«ng)ç¶²(wÇng)絡(luò)ä¸çååå³æç®æ³ãå·ç©ç¥ç¶(jÄ«ng)ç¶²(wÇng)絡(luò)å°(duì)ååç¹å¾ç層次åæåãTransformeræ¶æ§(gòu)å°(duì)åºåæ¸(shù)æ(jù)çé©å½æ§èçï¼æ§(gòu)æäºAIâçè ¦âèéâçæ°´âçâåæ(yÄ«ng)å è¯âã
ä¸ãå¾çè«å°ç¾(xià n)實(shÃ)ï¼ç®æ³è»ä»¶é(kÄi)ç¼(fÄ)çå·¥ç¨ææ°(zhà n)
åç²¾å¦ççè«ï¼ä¹éè¦éé(guò)è»ä»¶ä¾(lái)實(shÃ)ç¾(xià n)åé¨ç½²ã人工æºè½ç®æ³è»ä»¶é(kÄi)ç¼(fÄ)ï¼æ¯å°æ¸(shù)å¸(xué)å ¬å¼å模åè½(zhuÇn)åçºå¯å·(zhÃ)è¡ä»£ç¢¼ç復(fù)éå·¥ç¨é(guò)ç¨ï¼å ¶ææ°(zhà n)æ§ä¸äºäºè¨(shè)è¨(jì)ä¸èº(tái)髿çè¸æ±½è¼ªæ©(jÄ«)ã
- æ¡æ¶èå·¥å ·éï¼å¦åå¶é 輪æ©(jÄ«)éè¦è»(chÄ)åºãéåºï¼AIé(kÄi)ç¼(fÄ)ä¾è³´(là i)äºTensorFlowãPyTorchçæ·±åº¦å¸(xué)ç¿(xÃ)æ¡æ¶ãéäºæ¡æ¶æä¾äºèªå(dòng)å¾®åãå¼µéè¨(jì)ç®ãGPUå éçåºç¤(chÇ)è½åï¼æ¥µå¤§å°éä½äºå¾çè«å°å¯¦(shÃ)ç¾(xià n)çå£å£ã
- ç®æ³å¯¦(shÃ)ç¾(xià n)èåª(yÅu)åï¼å°çè«ç®æ³è½(zhuÇn)åçºé«æãç©©(wÄn)å®ç代碼éè¦æ·±åçè¨(jì)ç®æ©(jÄ«)ç§å¸(xué)ååºãæ¶åæ¸(shù)å¼ç©©(wÄn)宿§ãå §(nèi)å管çãè¨(jì)ç®å¹¶è¡åçãä¾å¦ï¼å¦ä½é«æå¯¦(shÃ)ç¾(xià n)大è¦(guÄ«)模ç©é£é(yùn)ç®ï¼å¦ä½è¨(shè)è¨(jì)æ¸(shù)æ(jù)æµæ°´ç·ä»¥é¿å I/Oç¶é ¸ï¼éäºåª(yÅu)åç´æ¥æ±ºå®äºâæºè½è¸æ±½âçâå£åâåâæµéâã
- 系統(tÇng)éæèé¨ç½²ï¼è¨(xùn)ç·´å¥½çæ¨¡åéè¦éæå°æ´å¤§çæ(yÄ«ng)ç¨ç³»çµ±(tÇng)ä¸ï¼å¯è½é¨ç½²å¨äºç«¯ãéç·£è¨(shè)åæåµå ¥å¼çµç«¯ãéæ¶åå°æ¨¡åå£ç¸®ï¼è¸é¤¾ãéåãåªæï¼ãæå(wù)åå°è£ãè³æºèª¿(dià o)度çä¸ç³»åè»ä»¶å·¥ç¨å(wèn)é¡ï¼ç¢ºä¿AIè½åè½å¤ åé»å䏿¨£ç©©(wÄn)å®ãå¯é å°è¼¸åºã
- æçº(xù)è¿ä»£èåé¥ï¼èè¸æ±½è¼ªæ©(jÄ«)éè¦å®æç¶è·(hù)ååç´(jÃ)䏿¨£ï¼AI模åä¹éè¦æçº(xù)çæ¸(shù)æ(jù)åé¥é²(jìn)è¡è¿ä»£åª(yÅu)åï¼MLOpsï¼ï¼ä»¥é©æ(yÄ«ng)䏿·è®åçç°(huán)å¢åæ¸(shù)æ(jù)åå¸ã
åãæ®é忏ï¼å°(duì)æçãç©©(wÄn)å®è坿´(kuò)屿§çæ°¸æè¿½æ±
ç¡ç®¡é (lÇng)åè¿¥ç°ï¼ä½âçé(kÄi)æ°´âçè½æºå·¥ç¨è人工æºè½è»ä»¶é(kÄi)ç¼(fÄ)ï¼å¨åºå±¤é輯ä¸å ±äº«èç¸åçå·¥ç¨å²å¸(xué)ï¼
- å°(duì)æççæ¥µè´è¿½æ±ï¼è¸æ±½è¼ªæ©(jÄ«)è¿½æ±æ´é«çç±æçï¼AIç®æ³è¿½æ±æ´é«çè¨(jì)ç®ç²¾åº¦èæ´ä½çè³æºæ¶èï¼æ´å¿«çæ¨çéåº¦ãæ´å°ç模åé«ç©ï¼ã
- å°(duì)ç©©(wÄn)å®å¯é æ§çè¦æ±ï¼é»ç¶²(wÇng)ä¸å®¹å´©æ½°ï¼AIæå(wù)ï¼å¦èªå(dòng)é§é§ãé«(yÄ«)ç診æ·ï¼ä¹å¿ é é«åº¦å¯é ãå ©è ç系統(tÇng)å·¥ç¨é½å å«åä½è¨(shè)è¨(jì)ãæ é診æ·å容é¯(cuò)æ©(jÄ«)å¶ã
- 坿´(kuò)屿§èæ¨(biÄo)æº(zhÇn)åï¼ç¼(fÄ)é»å» å¯ä»¥å¾å°åç±é»è¯(lián)ç¢(chÇn)æ´(kuò)å±å°å·¨åæ ¸é»ç«ï¼AI模åä¹å¯ä»¥å¾å¯¦(shÃ)é©(yà n)室ååæ´(kuò)å±å°æå(wù)åè¬(wà n)ç¨æ¶(hù)çç¢(chÇn)åãéé½ä¾è³´(là i)äºæ¨¡å¡åãæ¨(biÄo)æº(zhÇn)åçè¨(shè)è¨(jì)忥å£ã
###
å¾å©ç¨è¸æ±½æ¨å(dòng)渦輪çç©çé©å½ï¼å°å©ç¨æ¸(shù)æ(jù)è¨(xùn)ç·´ç¥ç¶(jÄ«ng)ç¶²(wÇng)絡(luò)çä¿¡æ¯é©å½ï¼âçé(kÄi)æ°´âèâçç®æ³â代表äºäººé¡(lèi)å¨ä¸åæ(shÃ)代ï¼é(yùn)ç¨ç¶(dÄng)æ(shÃ)æå沿çç§å¸(xué)èª(rèn)ç¥åå·¥ç¨æºæ §ï¼å»é§é¦ä¸ç¨®å·¨å¤§è½éï¼ç¡(wú)è«æ¯ç±è½éæ¯æ¸(shù)æ(jù)è½ï¼çå ¸èãåè çºæåæä¾äºç §äº®ä¸çãé© (qÅ«)å(dòng)æ©(jÄ«)å¨çç©çå(dòng)åï¼åè æ£å¨çºæåæä¾èª(rèn)è(shÃ)ä¸çãåª(yÅu)åæ±ºççæºè½å(dòng)åãå ©è 齿·±å»å°è©®éäºï¼å°åºç¤(chÇ)åçè½(zhuÇn)åçºæ®æ ä¸ççå¼·(qiáng)大çç¢(chÇn)åï¼å§çµæ¯æè¡(shù)ç¼(fÄ)å±ççµæ¥µä½¿å½ãè實(shÃ)ç¾(xià n)éä¸ä½¿å½ï¼é¢ä¸é(kÄi)徿·±éçè«å°æå¯¦(shÃ)è»ä»¶ç宿´åµ(chuà ng)æ°éæ¢ã