ÈÈÆÀÎÄÕÂ
2025Äê×îÐÂÃâ·Ñ×ÊÁÏ´óÈ«£º¶À¼Òʶ±ðÖ¸ÄÏÓë¸ßЧʹÓÃÈ«¹¥ÂÔ
2025Äê×îÐÂÃâ·Ñ×ÊÁÏ´óÈ«£º¶À¼Òʶ±ðÖ¸ÄÏÓë¸ßЧʹÓÃÈ«¹¥ÂÔ
ÔÚÐÅÏ¢±¬Õ¨µÄ2025Ä꣬¡°Ãâ·Ñ¡±¶þ×Ö¶ÔÇóÖªÕß¶øÑÔ£¬¼ÈÊÇÖØ´óµÄʱ»ú£¬Ò²Ç±²Ø×ÅÎÞÐεÄÃÔ¹¬¡£ÍøÂçÉϳäÂúן£Á¿Ðû³Æ¡°Ãâ·Ñ¡±µÄ×ÊÁϰü¡¢×ÊÔ´¿âÓëѧϰºÏ¼¯£¬È»¶øÆäÖÐÁ¼Ý¬²»Æë£¬Õæ¼ÙÄѱ档ÔõÑù´ÓÖÚ¶àµÄ±ÈÌØº£ÑóÖУ¬¾«×¼´òÀ̳öÄÇÐ©ÕæÕýÓмÛÖµ¡¢ÏµÍ³ÇÒ¿É¿¿µÄÃâ·Ñ×ÊÁÏ£¬²¢×ª»¯ÎªÐ¡ÎÒ˽¼Ò֪ʶϵͳÓëÄÜÁ¦ÌáÉýµÄ»ùʯ£¬ÒѳÉΪһÏîÖÁ¹ØÖ÷ÒªµÄÊý×Öʱ´úÉúÑÄÊÖÒÕ¡£±¾ÎĽ«ÎªÄãÌṩһ·ÝÏ꾡µÄ¶À¼Òʶ±ðÖ¸ÄÏÓë¸ßЧʹÓÃÈ«¹¥ÂÔ£¬ÖúÄãÔÚ֪ʶ»ñÈ¡µÄõè¾¶ÉÏʰ빦±¶¡£
µÚÒ»Õ£ºÃÔÎíÖеı¦²Ø¡ª¡ª2025ÄêÃâ·Ñ×ÊÁÏÉú̬ȫ¾°É¨Ãè
ÏÖÔÚµÄÃâ·Ñ×ÊÁÏÉú̬£¬ÔçÒÑÓâÔ½ÁËÔçÆÚ¼òÆÓ´Ö±©µÄÍøÅÌÁ´½Ó·ÖÏíģʽ£¬·ºÆð³ö¶àÔª»¯¡¢½á¹¹»¯¡¢Æ½Ì¨»¯µÄÏÊÃ÷ÌØÕ÷¡£
1. ѧÊõÓë½ÌÓýÀà×ÊÔ´µÄ¿ª·ÅÀ˳±£ºÈ«Çò¶¥¼â¸ßУÓë»ú¹¹µÄ¿ª·Å¿Î³Ì£¨MOOCs£©ÈçCoursera¡¢edX¡¢FutureLearnµÄ²¿·ÖÃâ·Ñ¿Î³Ì£¬ÒÔ¼°MIT OpenCourseWare¡¢Öйú´óѧMOOCµÄ¹ú¼Ò¾«Æ·¿Î£¬×é³ÉÁËϵͳѧϰµÄÓ²ºË×ÊÔ´¡£±ðµÄ£¬Ô¤Ó¡±¾Æ½Ì¨ÈçarXiv¡¢bioRxiv£¬ÒÔ¼°PubMed Central¡¢DOAJµÈ¿ª·Å»ñÈ¡£¨Open Access£©Ñ§ÊõÊý¾Ý¿â£¬ÈÃÇ°ÑØÂÛÎÄ´¥Êֿɼ°¡£2025Ä꣬¸ü¶àרҵѧ»áºÍ³öÊéÉç¼ÓÈëÁË¡°¿ª·Å¿ÆÑ§¡±Ô˶¯£¬ÌṩÁË´ó×Ú¸ßÖÊÁ¿µÄÐÐÒµ±¨¸æ¡¢°×ƤÊéÓë±ê×¼Îĵµ¡£
2. רҵÊÖÒÕÓ빤¾ßÀà×ÊÔ´µÄÆÕ»Ý»¯£ºÊÖÒÕÁìÓò£¬GitHub¡¢GitLabµÈ´úÂëÍÐ¹ÜÆ½Ì¨ÊÇ×î´óµÄÃâ·Ñ±¦¿â£¬º¸Ç´ÓÈ˹¤ÖÇÄÜ¿ò¼Üµ½ÍøÒ³¿ª·¢Ä£°åµÄÎÞÊý¿ªÔ´ÏîÄ¿¡£ÎĵµÓë½Ì³Ì·½Ã棬MDN Web Docs¡¢¹Ù·½ÊÖÒÕÎĵµ£¨ÈçPython¡¢React£©Ê¼ÖÕÊÇ×îȨÍþµÄÃâ·ÑÖ¸ÄÏ¡£Éè¼ÆÁìÓò£¬FigmaÉçÇø¡¢Adobe ExpressÃâ·Ñ°æÌṩÁËǿʢµÄÔÚÏß¹¤¾ßÓë×ÊÔ´Ä£°å¡£Êý¾Ý¿ÆÑ§ÁìÓò£¬KaggleÊý¾Ý¼¯¡¢UCI»úеѧϰ¿âÊǾø¼ÑµÄʵ¼ùÆðµã¡£
3. ×ÛºÏÐÔÓëÉçÇøÇý¶¯ÐÍ×ÊԴƽ̨£ºÈ绥ÁªÍøµµ°¸¹Ý£¨Internet Archive£©µÄ°ÙÍò²áÃâ·Ñµç×ÓÊéÓëÀúÊ·ÍøÒ³´æµµ£¬Z-LibraryµÄÌæ»»ÐÔ¹«ÒæÏîÄ¿£¬ÒÔ¼°ÖÖÖÖ»îÔ¾µÄ±ÊÖ±ÉçÇø£¨ÈçÌØ¶¨±à³ÌÓïÑÔµÄÂÛ̳¡¢Éè¼ÆÊ¦µÄËØ²Ä¹²ÏíÉçȺ£©¡£ÕâЩƽ̨ÒÀÀµÉçÇøÐ¢Ë³Óëά»¤£¬×ÊÔ´¶¯Ì¬¸üУ¬»¥¶¯ÐÔÇ¿¡£
4. DZÔÚµÄÏÝÚåÓ롰αÃâ·Ñ¡±µØ´ø£º±ØÐèСÐĵÄÊÇ£¬´ó×ÚÒÔ¡°Ãâ·Ñ´óÈ«¡±¡¢¡°Ò»¼ü´ò°ü¡±ÎªàåÍ·µÄ×ÊÁÏ£¬ÊµÔòΪÒýÁ÷¹¤¾ß¡£Æä³£¼ûÌ×·°üÀ¨£º×ÊÁϳ¸¯¹ýʱ¡¢ÄÚÈݶ«Æ´Î÷´Õ²»¿Éϵͳ¡¢ÐèÒª¹Ø×¢¶à¸ö¹«ÖںŲ¢×ª·¢²Å»ª²ã²ã½âËø¡¢×îÖÕÓÕµ¼¸¶·Ñ¹ºÖ᰸߼¶°æ¡±¡¢ÉõÖÁÀ¦°ó¶ñÒâÈí¼þ»òÐÅÏ¢ÍøÂç¾ç±¾¡£Ê¶±ðÕâЩÏÝÚ壬ÊÇ»ñÈ¡ÓÐÓÃ×ÊÁϵĵÚÒ»²½¡£
µÚ¶þÕ£º»ðÑ۽𾦡ª¡ª¶À¼Ò×ÊÁÏÖÊÁ¿Ê¶±ðÓëÕæÎ±ÅбðÖ¸ÄÏ
ÃæÁÙÒ»·ÝÃâ·Ñ×ÊÁÏ£¬ÔõÑù¿ìËÙÅÐ¶ÏÆä¼ÛÖµ£¿Çë×ñÕÕÒÔÏ¡°Íû¡¢ÎÅ¡¢ÎÊ¡¢ÇС±ËIJ½Åб𷨡£
Íû£ºÉóÔÄȪԴÓëÐû²¼Õß¡£È¨ÍþÔ´Í·ÊÇÖÊÁ¿µÄ»ùʯ¡£ÓÅÏÈÑ¡ÔñÀ´×Ô×ÅÃû¸ßУ¡¢¹Ù·½»ú¹¹¡¢ÐÐÒµÁì¾üÆóÒµ¡¢¹«ÈϵĿªÔ´ÏîÄ¿»ù½ð»á»ò×ÊÉîСÎÒ˽¼Òר¼Ò£¨ÔÚÆäרҵÁìÓòÓÐÒ»Á¬¹ûÕæ²ú³öºÍÓÅÒìÉùÓþ£©Ðû²¼µÄ×ÊÁÏ¡£¼ì²éÐû²¼Æ½Ì¨×Ô¼ºÊÇ·ñÕý¹æ£¬×èÖ¹ÔÚÀ´Â·²»Ã÷µÄÍøÅÌÕ¾»òµ¯´°¹ã¸æÖÐÏÂÔØ¡£
ÎÅ£º¿¼²ìʱЧÐÔÓë°æ±¾¡£ÓÈÆäÔÚÊÖÒÕ¡¢¿ÆÑ§¡¢²Æ¾µÈÁìÓò£¬ÐÅÏ¢µÄʱЧÐÔÖÁ¹ØÖ÷Òª¡£¼ì²é×ÊÁϵĽ¨Éè»ò×îºó¸üÐÂÈÕÆÚ¡£¹ØÓÚÈí¼þ¹¤¾ß¡¢±à³Ì¿ò¼Ü¡¢Õþ²ß¹æÔòÀà×ÊÁÏ£¬2025ÄêµÄÄãÓ¦ÖØµãѰÕÒ2023ÄêÖ®ºóµÄ°æ±¾¡£¹ýʱµÄ½Ì³Ì¿ÉÄܽÌÄãʹÓÃÒѱ»·ÅÆúµÄAPI»òÒªÁì¡£
ÎÊ£ºÆÀ¹ÀÄÚÈݽṹÓëÍêÕûÐÔ¡£¸ßÖÊÁ¿µÄ×ÊÁÏͨ³£¾ß±¸ÇåÎúµÄ½á¹¹£ºÄ¿Â¼¡¢Ð¡Ðò¡¢Ö÷ÌåÕ½ڡ¢×ܽᡢ²Î¿¼ÎÄÏ×»òÀ©Õ¹ÔĶÁÁ´½Ó¡£¿ìËÙä¯ÀÀÆäĿ¼£¬¿´Âß¼ÊÇ·ñÁ¬¹á£¬ÁýÕÖÃæÊÇ·ñϵͳ¡£Ò»·ÝÉù³Æ¡°´óÈ«¡±È´Ö»ÓÐÁãÐǼ¸·ÝPDFµÄÎļþ£¬ÖµµÃÏÓÒÉ¡£Í¬Ê±£¬Ð¡ÐÄÄÇЩֻÓÐÎÊÌâÕªÒª¡¢ÐèÒªÌØÊ⸶·Ñ²Å»ª»ñµÃ¡°½¹µãÄÚÈÝ¡±µÄ×ÊÔ´¡£
ÇУºÊµ¼ùÄ¥Á·Óë½»Ö¯ÑéÖ¤¡£¹ØÓÚÊÖÒÕÀà×ÊÁÏ£¬×îºÃµÄÄ¥Á·ÒªÁìÊÇʵÑé×·ËæÆäÈëÃŲ¿·Ö¾ÙÐвÙ×÷¡£¿´°ì·¨ÊÇ·ñÇåÎú£¬´úÂëÄÜ·ñÔËÐУ¬Ú¹ÊÍÊÇ·ñÒ×¶®¡£¹ØÓÚ֪ʶÀà×ÊÁÏ£¬¿ÉÒÔͨ¹ýËÑË÷ÒýÇæ¾ÙÐн»Ö¯ÑéÖ¤£¬ÓÃÆäÖеÄÒªº¦¿´·¨ËÑË÷£¬Éó²éÆäËûȨÍþȪԴ£¨Èçά»ù°Ù¿Æ¡¢Ñ§ÊõÂÛÎÄ¡¢¹Ù·½Îĵµ£©ÊÇ·ñÌṩÁËÏàͬ»ò¸üÉîÈëµÄÐðÊö¡£ÉçÇø¿Ú±®Ò²ÊÇÖ÷Òª²Î¿¼£¬Éó²éÏà¹ØÂÛ̳¡¢Ì¸ÂÛÇøÊÇ·ñÓÐÆäËûѧϰÕß·´Ïì¡£
µÚÈýÕ£º´ÓÊղص½ÐÑÄ¿¡ª¡ªÃâ·Ñ×ÊÁϵĸßЧʹÓÃÓë¹ÜÀíÈ«¹¥ÂÔ
ʶ±ð³öÓÅÖÊ×ÊÁÏÖ»ÊÇ×îÏÈ£¬ÔõÑù¸ßЧʹÓã¬×èÖ¹ÆäÓÀÔ¶Ìð˯ÔÚ¡°ÒÑÊղء±Îļþ¼ÐÖУ¬²ÅÊÇÒªº¦¡£
3.1 ½¨ÉèСÎÒ˽¼Ò֪ʶ¹ÜÀíϵͳ£¨PKMS£©
²»ÒªÒÀÀµä¯ÀÀÆ÷µÄÊղؼС£Ê¹ÓÃרҵµÄÌõ¼ÇÈí¼þ£¨ÈçObsidian¡¢Logseq¡¢NotionÃâ·Ñ°æ£©»òÎĵµ¹ÜÀí¹¤¾ß£¬¹¹½¨ÄãµÄÊý×ÖͼÊé¹Ý¡£
µÚÒ»²½£º·ÖÀàÓë±êÇ©»¯¡£½¨ÉèÇкÏÄãѧϰ»òÊÂÇéÁìÓòµÄ·ÖÀàϵͳ£¨Èç¡°»úеѧϰ¡±¡¢¡°²úÆ·Éè¼Æ¡±¡¢¡°ºê¹Û¾¼Ã¡±¡¢¡°ÓïÑÔѧϰ¡±£©¡£ÎªÃ¿·Ý×ÊÁÏÌí¼Ó¶à¸ö±êÇ©£¨Èç¡°Python¡±¡¢¡°ÈëÃŽ̡̳±¡¢¡°2024Äê¸üС±¡¢¡°ÏîĿʵս¡±£©£¬ÒÔ±ã¶àά¶È¼ìË÷¡£
µÚ¶þ²½£ºÕªÒªÓëÄÚ»¯¡£ÇмÉÖ»´æ²»¿´¡£Ã¿ÉúÑÄÒ»·ÝÖ÷Òª×ÊÁÏ£¬»¨10·ÖÖÓ¿ìËÙä¯ÀÀ£¬ÔÚÌõ¼ÇÖмͼÆä½¹µã¿´·¨¡¢Òªº¦°ì·¨»ò¶ÔÄã×îÓÐÆô·¢µÄÈýµãÄÚÈÝ¡£ÕâÄܼ«´óÌáÉýδÍù·µÊ×µÄЧÂÊ¡£
µÚÈý²½£º½¨ÉèÅþÁ¬¡£Ê¹ÓÃË«ÏòÁ´½Ó¹¦Ð§£¬½«ÐÂ×ÊÁÏÓë¾ÉÓÐÌõ¼ÇÖÐÏà¹ØµÄ¿´·¨¡¢ÏîÄ¿ÁªÏµÆðÀ´¡£ÖªÊ¶ÍøÂçµÄÐγɣ¬ÄÜÒý·¢Á¢ÒìÍ·ÄÔ£¬¼ÓÉîÃ÷È·¡£
3.2 ÖÆ¶©×Ô¶¯Ñ§Ï°ÍýÏ룬¶ø·Ç±»¶¯¶Ú»ý
Ãâ·Ñ×ÊÁÏÒ׵ã¬ÈÝÒ×ÏÝÈë¡°ËÉÊóÖ¢¡±¡£¶Ô¿¹Ö®·¨ÊÇÖÆ¶©Ã÷È·µÄѧϰĿµÄÓëÍýÏë¡£
ÏîÄ¿Çý¶¯Ñ§Ï°·¨£ºÉ趨һ¸öÏêϸµÄСÏîÄ¿£¨ÀýÈç¡°ÓÃPythonÅÀÈ¡ÌìÆøÊý¾Ý²¢¿ÉÊÓ»¯¡±¡¢¡°Éè¼ÆÒ»¸öÒÆ¶¯¶ËAPPµÍ±£ÕæÔÐÍ¡±£©£¬È»ºóÎ§ÈÆ¸ÃÏîÄ¿£¬È¥×ÊÁÏ¿âÖÐѰÕÒÏà¹ØµÄ½Ì³Ì¡¢´úÂë¿â¡¢Éè¼Æ¹æ·¶£¬±ßѧ±ß×ö¡£ÒÔÊä³öµ¹±ÆÊäÈ룬×ÊÁÏʹÓÃÂÊ×î¸ß¡£
Ö÷ÌâʽÉî¶Èѧϰ£ºÑ¡¶¨Ò»¸öÖ÷Ì⣨Èç¡°Transformer¼Ü¹¹¡±£©£¬Ê¹ÓÃÃâ·Ñ×ÊÁϾÙÐжà½Ç¶È¹¥¼á¡£°ì·¨°üÀ¨£º1£©´Óά»ù°Ù¿Æ»ò×ÛÊöÂÛÎĽ¨Éè¸ÅÀÀ£»2£©Ñ§Ï°Ë¹Ì¹¸£CS224nµÈ¿ª·Å¿Î³ÌµÄÏà¹ØÕ½ڣ»3£©ÔÚGitHubÉÏÕÒµ½¾µäÄ£×ӵĿªÔ´ÊµÏÖ£¬ÔĶÁ´úÂ룻4£©ÔÚKaggle»òÏà¹ØÂÛÎĸ½´øµÄ´úÂëÉϾÙÐÐʵÑ顣ͨ¹ýÕâÖÖ×éºÏÈ£¬ÄãÄܽ«ÊèÉ¢µÄÃâ·Ñ×ÊÁÏÕûºÏ³ÉÒ»Ì×ÍêÕûµÄ֪ʶƴͼ¡£
3.3 ʹÓÃÊÖÒÕ¹¤¾ßÌáÉýÐÅÏ¢´¦Öóͷ£Ð§ÂÊ
ÉÆÓù¤¾ß¿ÉÒÔÈÃÄãÔÚÐÅÏ¢º£ÑóÖк½Ðеøü¿ì¡£
ÐÅÏ¢¾ÛºÏÓë¶©ÔÄ£ºÊ¹ÓÃRSSÔĶÁÆ÷£¨ÈçInoreader¡¢Feedly£©¶©ÔÄÄã¹Ø×¢µÄ²©¿Í¡¢Ñ§ÊõÆÚ¿¯ÐÂÎŰæ¿é¡¢¿ªÔ´ÏîÄ¿ReleaseÒ³Ãæ¡£ÕâÄܽ«ÐÅÏ¢µÄ¡°ÈËÕÒ×ÊÁÏ¡±±äΪ¡°×ÊÁÏÕÒÈË¡±£¬×Ô¶¯»ñÈ¡×îж¯Ì¬¡£
¸ßЧÔĶÁÓë¼ìË÷£º¹ØÓÚPDFºÍµç×ÓÊ飬ʹÓÃÖ§³ÖÈ«ÎÄËÑË÷ºÍ±ê×¢µÄÔĶÁÆ÷£¨ÈçAdobe Acrobat Reader¡¢Calibre£©¡£ÔÚСÎÒ˽¼Ò֪ʶ¿âÖУ¬ÊìÁ·ÔËÓÃËÑË÷Óï·¨£¬¿ìËÙ¶¨Î»ËùÐèÄÚÈÝ¡£
×Ô¶¯»¯¸¨Öú£º¹ØÓÚ³ÌÐòÔ±£¬¿ÉÒÔ±àд¼òÆÓ¾ç±¾£¬°´ÆÚ×¥È¡ÌØ¶¨ÍøÕ¾£¨ÈçarXiv£©ÉÏÇкÏÒªº¦´ÊµÄÐÂÂÛÎÄÕªÒª¡£¹ØÓÚËùÓÐÈË£¬ä¯ÀÀÆ÷µÄ²å¼þ£¨Èç¼òÔá¢OneNote Web Clipper£©¿ÉÒÔ°ïÄã¸ßЧÉúÑĺÍÃûÌû¯ÍøÒ³ÄÚÈÝ¡£
3.4 ÈÚÈëÉçÇø£¬´ÓÏûºÄÕß±äΪТ˳Õß
×î¸ß½×µÄʹÓã¬ÊǼÓÈë´´Ôì¡£µ±Äã´ÓÃâ·Ñ×ÊÁÏÖлñÒæ£¬ÎÞ·Á»ØÀ¡ÉçÇø¡£
Õâ¿ÉÒÔÊÇ£ºÔÚ¿ªÔ´ÏîÄ¿ÖÐÌá½»ÎĵµÐÞÕý»ò·Ò룻ÔÚÊÖÒÕÂÛ̳£¨ÈçStack Overflow£©»Ø¸²ÄãÉÆÓÚÁìÓòµÄÎÊÌ⣻½«ÄãµÄѧϰÌõ¼ÇÕûÀí³É²©¿Í·ÖÏí£»ÔÚGitHubÉÏ¿ªÔ´Äã×Ô¼ºµÄѧϰÏîÄ¿»ò¹¤¾ß¡£Õâ¸öÀú³Ì²»µ«ÄÜÀο¿ÄãµÄ֪ʶ£¬½¨ÉèСÎÒ˽¼ÒÆ·ÅÆ£¬»¹ÄÜÈÃÄã½Ó´¥µ½¸ü½¹µãµÄÉçÇø×ÊÔ´ºÍÈ˼ÊÍøÂ磬´Ó¶ø·¢Ã÷¸ü¶à¡¢¸üÓÅÖʵÄÃâ·Ñѧϰ»ú»á¡£ÔÚ2025ÄêµÄÊý×Ö֪ʶÉú̬ÖУ¬Æð¾¢µÄ¼ÓÈëÕßÓÀÔ¶ÊÇ×î´óµÄÊÜÒæÕß¡£
×ܶøÑÔÖ®£¬¼ÝÔ¦2025ÄêµÄÃâ·Ñ×ÊÁÏÌìÏ£¬ÐèÒªµÄÊÇÃôÈñµÄÅбðÁ¦¡¢ÏµÍ³»¯µÄ¹ÜÀíÍ·ÄÔºÍ×Ô¶¯µÄѧϰսÂÔ¡£Ëü²»ÔÙÊÇÒ»³¡¹ØÓÚ¡°ÍøÂ缸¶à¡±µÄ¾ºÈü£¬¶øÊÇÒ»³¡¹ØÓÚ¡°ÔõÑùÓÐÓÃÅþÁ¬¡¢ÄÚ»¯²¢Ó¦Óá±µÄÐÞÐС£½«Õâ·ÝÖ¸ÄÏ×÷ΪÄãµÄµØÍ¼£¬Ó¸ҵØÊ»ÏòÄÇÆ¬³äÂúÕæÖªµÄº£Ñó£¬Äã»á·¢Ã÷£¬×îÃû¹óµÄ²Æ²ú¡ª¡ªÖªÊ¶ÓëÄÜÁ¦£¬È·Êµ¿ÉÒÔÃâ·Ñ»ñµÃ£¬µ«ÐèÒªÄãÖ§¸¶×îÃû¹óµÄÇ®±Ò£ºÊ±¼ä¡¢×¨×¢ÓëÖǻۡ£
±¾ÎÄÎÊÌ⣺¡¶2025Äê×îÐÂÃâ·Ñ×ÊÁÏ´óÈ«£º¶À¼Òʶ±ðÖ¸ÄÏÓë¸ßЧʹÓÃÈ«¹¥ÂÔ¡·












½ÒÏþ̸ÂÛ