å¦?ä»?ï¼???管æ?? ChatGPT è¿????½äº§ Kimi??è±???ï¼??½å??¾å??å¸?ç»?大å?¶æ¨ªç©ºå?ºä??¶ç????亿ç?¹ç?¹â?????³ã??

???????¼å·²??è¿??»æ?¶ï?????代ä????????±ç??????????å­?æ´»ç????? AI ??ä½?ç»??»ï?????ä¸?èµ?å¤?å¿?ï¼?æ·±è?è´©å??????å¥?è·?????主ï?????人è?¾å???¥è??ä»?è´¹ï?è¢???称â??AI ?¶ä»£ç¬?ä¸?桶é???½è???课ç??èµ??»ä?????

ä¸?ä¼?äº???ç½?大å??ä»?ä¹??¨æ??贤纳å£?ï¼?è¿?ä¸?次ï?å¹´è???¾ä???好ç?æ°?è½??°ä?ç®?æ³?å·¥ç?å¸???头ä????¢å?¹å?æ­¤æ?¶ä»£çº¢å?©ï??³è???ä¸???ç¾¹ç??ï¼?è¿???大æ?¹å?²å????æ¬?人工?ºè??ä¸?ä¸???å­?????

ä¸?è¿?ï¼?读人工æ?ºè?½ä?ä¸?究ç????é«?????è¿???é«?é£??©ï???ç§???å¹´å??ä¹?ï¼?ä¸?ä¸?æ»??³å??å¦?ä½?ï¼?

人工?ºè?½ä?ä¸?ï¼?é«????°å????

é«???ç»?????ä¸?ä¸?ï¼?å®?å¦?ä¸??ºè???????绩å???°ã??å­??¡å?级ã??ä¸?ä¸?????ï¼???ä¸?ä¸????³å?????¥å??å¹´ç???³é????????

å¾?å¤???????ä¸??¿æµªè´¹ä???ï¼?ä½???ç»?ä¸?äº???ä¸??¥é??该é??ä»?ä¹?ï¼?????å¾?å¾??????¶ä?ä»?ä¹?è¡?ä¸?????好ã????èµ?é«?å°±å????è·?é£?ä¸?è½?ï¼?人工?ºè?½ä¾¿???¶ä¸­ä¸?ä¸???

ä½?为æ?°å?´ä?ä¸?ï¼?人工?ºè?½å?¶å????ä»?计ç????ç§?å­?为å?ºç?ï¼???交å??????äº?ç¥?ç»???认ç?¥ç?å­????°å????å¿???å­?ç­?å¤?å­?ç§? ï¼?å±?äº?å·¥å??ä¸????µå??ä¿¡æ??ç±? [1]??

ä½??½å??对ä?人工?ºè?½äºº?????¹å?»ï??¶å??æ¯??³è±¡ä¸??©å?å¤?ï¼??? ChatGPT ????ä¸?????ï¼??½å??就已ç»?å¼?å§?äº??ºè?½æ?ºå?¨äºº???¹è??è¯?????ä¸?家系ç»?ç­?å¤??¹é?¢ç????究ï?ä¹?å¼?å§?äº?ä»???究ç???°æ??ç§????????µå??? [2]??

2018å¹´ï????²é?¨å??å¸?äº???é«?ç­?å­??¡äººå·¥æ?ºè?½å???°è??¨è?¡å????ï¼???ä¸?å¹´ï?以å??äº?大å????ä¸?海交??大å??为é?头ç??35??é«?ç­??¢æ?¡ç????å¼?设人工æ?ºè?½æ??ç§?ä¸?ä¸?ï¼???为ç??ä¸??¹å?????¹ç??å­??? [1][3]??

?°ä?2019å¹´ï??´æ??180??é«??¡ä??¥è??ä¸?追赶è¿?æ³¢ç??æ½?ï¼?人工?ºè?½ä?ä¸??°å?é«??¡ç???°é??è¿???è¾¾å?°å³°?¼ï???????å¹´å???°ä???è¶??¿ã??????2023å¹´ï??¨å?½å?±æ??532??????é«??¡å?设æ?¤ä?ä¸?ï¼????°æ??????ç§?é«??¡æ?»æ?°ç??40.67% [4][5]??

1

ä¸?è¿??°å?人工?ºè?½ä?ä¸???é«??¡æ?°é??ä¸???ï¼?并ä????³ç??人工?ºè?½ä?ä¸?????äº???ï¼?????????å­?ç§?å¸?å±??¥è?饱å??ï¼??°ä?è½???èµ?æº???å¼?正浮ä¸??°é????

ä»?å¹?4????11??ï¼????²é?¨å??????å¸?äº?两æ?¹â??人工?ºè??+é«?ç­????²â??åº??¨å?ºæ???¸å??æ¡?ä¾?ï¼??±è??50ä¸?æ¡?ä¾?ï¼??¶ä¸­??43ä¸??½æ?¥è??985??211é«??? [6][7]??

å½?ä¸?äº?å¼?设人工æ?ºè?½ä?ä¸????????¢æ?¡è??¨â??è°??¥è?²è?¾â????讲ä?ä¹?课â??ä¸??????£æ???¶ï?å®??????¡å·²ç»?å¼?å§?强è??????½å?°ï??·å???°ç???¶æ?µã????è¿??·ç??å±???ï¼??¶å???©å?¨äººå·¥æ?ºè?½ä?ä¸?æ­£å??¥é©»??é«??¡å???¢ç???¶å??ï¼?å°±æ??迹å??å¾???

??ä»?ç»?计ä?????å¼?设人工æ?ºè?½æ??ç§?ä¸?ä¸????¢æ?¡ï????°å??532??é«??¡ä¸­ï¼?å¦???äº?大å????ä¸??½äººæ°?大å????西å???µå??ç§???大å??ç­?85?????©â????ç«??¨æ?·â??ï¼??´å???°æ??å¸?èµ?ä¸???å­?èµ?æº?ï¼???ç«?人工?ºè?½å??????

1

?´å????????¢æ?¡ï?????å°?人工?ºè?½ä?ä¸??????¨å??????计ç???ºå??????ä¿¡æ??å·¥ç?å­?????大æ?°æ??å­??¢ç???¢ç³»???¢æ?¹ä¾¿??å°±å?°å??????å­??¢ç?°æ??èµ?æº?ï¼?ä¹?ä¸??½è??è¹?ä¸?????ï¼?好æ???¥ç??æº???

ä½?ä¹????¹æ???????µï?æ¯?å¦?西å??å·¥ä?大å??ç»?????èº?????å·¥ä??¿ï???è¾?è¹?å¾?å°?人工?ºè?½ä?ä¸?纳å?¥å?µå?¨ç?å­?ä¸?????å­???ï¼???究â???ºè?½å?µå?¨â?? [1][8]??

??ç§???å¹´ï?å­?????å¤??¢æ????

?½ç?¶å?¨å?人ç???¥ï?人工?ºè?½å??ä¸?å­???ä¸??»æ?»æ??é«?æ·±è??æµ???????ç¼¥ç?ï¼?ä½??¶å??å®?ä»°è????ºç?ä¾??§æ??计ç???ºå??ç§???

æ­£å??å¦?æ­¤ï?å­????³å??好人工æ?ºè?½å°±å¾???为â??å¤??¢æ????????ä¸?ä»?è¦??°å??好ï???å¾???ç®?æ³???å¼???åº?å±??»è?ï¼???è¦?足å?äº?解è?¡ç???ºï??·æ??è¾?强ç??ç¼?ç¨??½å??ï¼?è¿?å¾?å­??ºå?¨å??ä¹??????¶è??è¨?å¤?????深度å­?ä¹?ç­?课ç?ï¼?设æ???ä¼?计ç???ºå??人è??ä¸??·æ??????

??以è?´ï?å°±è?»è?¡ç???ºä?ä¸?å­???ä¼???????头ï?人工?ºè?½ä?ä¸???å­???ä¹?è¦?è·?????ä¸???ï¼????³æ?´å???

æ¯?å¦???课å??ä½?ä¸?ï¼?å­???ä»?ä¸???å½???代ç??è£?ç¼???ï¼??? CSDN??Stack Overflow ç­?ä¸?ä¸?论å?????¾ä»£ä»£ç?¸ä???ç­?æ¡?ï¼?å°±æ??å½???æ±?æ´?大ç????ï¼?????大佬??代ç??ï¼?è¯??¾è??æ··è??³ï?å¼?ä¸??¾ä¸ª??签页就为解å?³ä?ä¸???常ç????????件è?»å????????å¢???ç½???é¢???

1

??å­??? debug ?¶æ?´æ??è¡???ä¸?次æ??ä¸?次é??ï¼??????´æ????å¤??°å???¨ä????¹æ??家常便饭ï¼????????°ä???代ç??è·?å®?ä½?å¿?è®°æ?¹ç??å½?ï¼?å°±æ??è¿?ç®?å¹³å?°æ?¾å??ä¸?足ï???????å·±å????No such file named????CUDA Out of memory??ç­???ç§??¥é???¨é?ä¸???ä¹±ã??

?´æ?¨ç????ï¼??¨è?¸å?å±?次å??ä½???é«??¡ï?课ç?ä½?ç³»è?¾è?¡å¹¶ä¸?å®???ï¼??????§è?????»ç?¢å?设ä?人工?ºè?½å?¼è?ºã???ºå?¨å??ä¹?ç­??ºç?课ç?ï¼?å­?????å¹´æ??å­?ä¸?ä»???ä¹±è??¤æ?ï¼?è¢???槽æ????ä¼??°æ???¼ä¸¹????è°???ä¾???ï¼?

??ä»?å°±æ????计ç????µå????ä¸?ä¸??ºç?课é?½å??ä¸???ï¼??????ºå?¨å??ä¹???西ç??ä¹????¿å?ºæ?¥ç??¥è?²ä?讲ï??????²ä»£??ä¸?å¦?计ç?ï¼?????????ä¸?å¦??µå??ï¼?å¤???ä¸?ç²¾ï??¢é?¢è?»è???¹æ°´ï¼?æ¯?ä¸??·é?½å·®è·???è¿???

究å?¶å????ï¼??±é???¡äººå·¥æ?ºè?½ç?¸å?³ä?ä¸???å¸?å­???ç­???建ç??å¼?æº?ç»?ç»? Datawhale ??å¸?????2023ä¸??½äººå·¥æ?ºè?½äºº??å­?ä¹??½ç??ä¹???å°±æ???ºï?人工?ºè?½äºº???¹å?»é??ä½???ä¸?ä¸?主è???é¢?å°±æ??ï¼?缺å??è·µã????å­???容è??¶ä???å­??¹å??ºå?? [9]??

1

???³ä?人工?ºè?½å??å±??²ã???ºå?¨å??ä¹?????è¿??·ç????论è?¾ç?ï¼???å¸???以å?å¿?ä¸?????课ï?ä½???ï¼?让ä????? AI å®???????å¸?ä»???导ä?ä¸?åº??¨è?½å?°ï?大å?¶å°±???µä???????å­???è¢???å¸??????£å?»â????????æ´»æ??è¦?????ï¼?ä½???导å??èµ?æº???没æ????ï¼?

??导å???é¢???ä¼???è¯?????å¤?????????ï¼???å·±ç????????ï¼?ä»?ä¸?æ­£é?¢å??å¤?????é¢?????????è¡?ï¼?è¿?夹æ?????? PUA ??è¯???

????èµ?æº?ä¸???ï¼????´ä¸ªå®?éª?室å????两å?3090?¾å?¡ï?ä½?è§?å¾?å¤?ä¸?ç»?人å??计ç???ºè?è§???ï¼?

ç»???å¾?å¾???ï¼???å¸?ä¸?课å?¹ç????ä¸?????空æ?大è?空中楼é??ï¼???????å­?????ä½?头å?¨å¾®ä¿¡ç¾¤??????????å¸?讲å??????§å¿µç´§ç????ï¼???å¾???å­??½è????¸â????

æ¢?ä¸?????ï¼?è·?离ç??è¿?

B ç«???课è???è¶?å¤?ï¼?leetcodeï¼??¨ä?ç¼????¢è????å¤????¨çº¿å¹³å?°ï???é¢?è¶??·è??¾ï?å¾?å¤?å­???è¾?????å¹´ï?临å?°æ??ä¸??½å???½æ?¸å?°äººå·¥æ?ºè?½è?ä¸????°å±±ä¸?è§?ï¼??¥æ????å·±ä????³è??èµ???è·?离ã??

?ºè??????2024å¹´ç??äº?季度??ä¸??½ä?ä¸??????????¥å?????°æ???¾ç¤ºï¼??¨ä?ä¸???????????20??????ä¸?ä¸?ï¼???ä¸????½ä?计ç???ºæ??交é??ï¼?人工?ºè?½å·¥ç¨?å¸??´æ??ä»?22003????å¹³å??????ä½?å±?æ¦?é¦?ï¼??¥é?¥é??? [10]??

?·ä???è¨?ï¼?ä»?å²?ä½?ç±»å????ï¼?人工?ºè?½å·¥ç¨?å¸?????导è??ç®?æ³???深度å­?ä¹????ºå?¨äººç®?æ³??????¶è??è¨?å¤??????ºå?¨å??ä¹?å·¥ç?å¸?ç­?ç»????¹å?? [10]??

1

????é«???å¾?å¾?ä¹????³ç??æ¿?????ç«?äº?ï¼??½ä?æ¡?????ç³???ï¼??¢å?å­????ºä?ï¼?è¿?å¾?????è¿?ç¡?ï¼?两è??缺ä?ä¸?????

??ä¸?ä¸?大å?¶æ?³è±¡ä¸?????对å?£ä?ä¸???è¶?好就ä¸???ä¸???ï¼?人工?ºè?½ä?ä¸???æ¯?ä¸???ï¼?å¾?å¾???è¦???计ç???ºã???µå??ä¿¡æ??ä¸?ä¸???å­??????°æ????ï¼?äº?夺å??ä¸?ä¸?å²?ä½???

éº???????2024年中?½æ??ç§???å°±ä??¥å????å°±æ?¾ç¤ºï¼?2021-2023å±???ç§?æ¯?ä¸???ä»?äº?人工?ºè?½å·¥ç¨?????人å??????????ï¼???????41.1% ??12.1% ?¥è??计ç???ºç±»ä¸?ä¸????µå??ä¿¡æ??ç±»ä?ä¸? [11]??

æ­¤å?ï¼?ä¼?ä¸??¨æ?????¶å?¹äººå·¥æ?ºè?½å·¥ç¨?å¸???è¦?æ±?ä¹?å¾?é«?ï¼?å¤?äº?ä¸?ç§?å®?缺æ??滥ç???¶æ??ï¼??³ä¾¿?¥ä??????µä¹°é©???ï¼???è¦???ä¹?????ä¸?ç­?é©??? [12]??

?¹æ????人工?ºè?½äº§ä¸?人æ????å±??¥å??ï¼?2019-2020å¹´ç??ï¼???ï¼?ç®?æ³???究å???åº??¨å???å²???å­??????¥é?¨æ?è¿?é«?äº??¶ä?å²?ä½?ï¼?è¦?æ±???究ç??å­?????å²?ä½?æ¯?ä¾?????ä¸?45.1% ??41.9%ï¼?ä½?为å?¹æ??ï¼?产å??ç»???è¿?ä¸?æ¯?ä¾?ä»?ä¸?4.6% [13]??

ä»??????¹å????ï¼??ºå?¨å??ä¹???计ç???ºè?è§????ºè?½è???³è?æ±??·å?ç¡?å£???以ä?å­?????æ¯?ä¾??½å?¨å??????以ä???

1

??æ­¤ï?ä¸?å°?å­?????ç§?æ¯?ä¸???å¾?å¾????©ç»§ç»?æ·±é??ï¼?å¢?强ç??äº??????°æ????ï¼?è¡?ä¸???å­?å¡?å°???é£???????ï¼?å¡?åº??????¥æ?¤ä?????ç®?æ³?大ç??¿ç??985??ç¡???å­???ä¸?å¤?ç¯?顶ä?论æ??ï¼??©æ?©è?å¤?家å???¸é?å®?ï¼?offer å¤?å¾????³å??以æ??????

??????å­????¨æ??就已ç»?å°?å¾???????å²?ä½?ä¸??·ç???·æ?»ï?????ä¸??¾ä»½ç®???ï¼?大å??½æ·¹æ²¡å?¨äºº??åº???è¿?没æ?¥å????´é¡¿???ºï?å°±å??è¢?人工?ºè?½æ?ºå?¨äºº?¢è??å®??´é¡¿?????½è??ç¬?????ï¼?

??ä¸?人工?ºè?½æ??è¿???è·?离ï????½æ??200??ä¸?天ç???°æ????注工ï¼?å°±å??ä½?读é??ä¿¡å·¥ç¨?ï¼?ç»???å·¥ä????¨ç?µå????æµ?水线è£??¹é????

????èµ???

[1] ä¸???人æ??±å???½æ???²é??. (2018). ???²é?¨å?³ä??°å????é«?ç­?å­??¡äººå·¥æ?ºè?½å???°è??¨è?¡å??????????. Retrieved 19 December 2024 from http://www.moe.gov.cn/srcsite/A16/s7062/201804/t20180410_332722.html.

[2] ?¡è????. (2016). ä¸??½äººå·¥æ?ºè??40å¹?. ç§???导æ??, 34(15), 12-32.

[3] ä¸???人æ??±å???½æ???²é??. (2019). ???²é?¨å?³ä???å¸?2018年度????é«?ç­?å­??¡æ??ç§?ä¸?ä¸?å¤?æ¡???审æ?¹ç?????????. Retrieved 19 December 2024 from http://www.moe.gov.cn/srcsite/A08/moe_1034/s4930/201903/t20190329_376012.html.

[4] ä¸???人æ??±å???½æ???²é??. (2020). ???²é?¨å?³ä???å¸?2019年度????é«?ç­?å­??¡æ??ç§?ä¸?ä¸?å¤?æ¡???审æ?¹ç?????????. Retrieved 19 December 2024 from http://www.moe.gov.cn/srcsite/A08/moe_1034/s4930/202003/t20200303_426853.html.

[5] ä¸???人æ??±å???½æ???²é??. (2024). ?¨å?½é??ç­?å­??¡å????. Retrieved 19 December 2024 from http://www.moe.gov.cn/jyb_xxgk/s5743/s5744/A03/202406/t20240621_1136990.html.

[6] ä¸???人æ??±å???½æ???²é??. (2024). ???²é?¨é??ç­????²å?¸å?³ä???å¸?é¦??¹â??人工?ºè??+é«?ç­????²â??åº??¨å?ºæ???¸å??æ¡?ä¾???????. Retrieved 19 December 2024 from http://www.moe.gov.cn/s78/A08/tongzhi/202404/t20240417_1126075.html.

[7] ä¸???人æ??±å???½æ???²é??. (2024). ???²é?¨é??ç­????²å?¸å?³ä???å¸?ç¬?äº??¹â??人工?ºè??+é«?ç­????²â??åº??¨å?ºæ???¸å??æ¡?ä¾???????. Retrieved 19 December 2024 from http://www.moe.gov.cn/s78/A08/tongzhi/202411/t20241118_1163542.html.

[8] 西å??å·¥ä?大å???µå?¨ç?å­?ä¸?????å­???. (2024). ä¸?ä¸?ä»?ç»?. Retrieved 19 December 2024 from https://bqxy.xatu.edu.cn/info/1030/2821.htm.

[9] Datawhale, ä¸?æµ·ç?½ç???°å?æº?å¼??¾ç??究é??, ??鲸ç???, & æ±???大å?????²ä¿¡??????究中å¿?. (2023). 2023ä¸??½äººå·¥æ?ºè?½äºº??å­?ä¹??½ç??ä¹?.

[10] ?ºè??????. (2024). ä¸??½ä?ä¸??????????¥å??.

[11] éº???????究é??. (2024). 2024年中?½æ??ç§???å°±ä??¥å??.

[12] é»??§è??, å¼??¨è??, å¼?????, & ?¡è??ç¡?. (2023). ?¥è?????°æ??计ç???ºé?½é???è¿??¹æ??ä¸???人工?ºè?½å??????????é¦???ï¼?. ???¹é?½å???. Retrieved 19 December 2024 from https://m.mp.oeeee.com/a/BAAFRD000020230707816467.html?wxuid=ogVRcdKIZ9WUw8fny3My8h5HVoyQ&wxsalt=bebcc1.

[13] å·¥ä???ä¿¡æ?????¨äºº??交æ?ä¸?å¿?. (2020). 人工?ºè?½äº§ä¸?人æ????å±??¥å??ï¼?2019-2020å¹´ç??ï¼?.