1 00:00:00,000 --> 00:00:01,924 >> [MUSIC PLAYING] 2 00:00:01,924 --> 00:00:10,600 3 00:00:10,600 --> 00:00:13,280 >> HOPARL脰R: h蓹r k蓹s Geri g蓹lmisiniz. 4 00:00:13,280 --> 00:00:15,440 Bu CS50 edir. 5 00:00:15,440 --> 00:00:21,040 Bu g眉n biz bir 莽ox var haqq谋nda dan谋艧maq maraql谋 艧eyl蓹r. 6 00:00:21,040 --> 00:00:25,500 Birincisi, baxmayaraq ki, m蓹n xat谋rlatmaq laz谋md谋r bir ne莽蓹 inzibati 艧eyi siz. 7 00:00:25,500 --> 00:00:30,160 Bu h蓹ft蓹 viktorina biridir, 脟蓹r艧蓹nb蓹 v蓹 ya Yale b枚l眉m 眉莽眉n 8 00:00:30,160 --> 00:00:32,940 c眉m蓹 ax艧am谋 莽蓹r艧蓹nb蓹 ax艧am谋 v蓹 c眉m蓹 ax艧am谋 g眉nl蓹ri haqq谋nda. 9 00:00:32,940 --> 00:00:38,170 Viktorina fikir var ax艧am Yale, 7:00 眉莽眉n 5:30 at. 10 00:00:38,170 --> 00:00:40,030 Harvard, onlar bir d眉n蓹n qeyd edildi. 11 00:00:40,030 --> 00:00:43,000 V蓹 h蓹r k蓹s ki, online izl蓹y蓹 bil蓹rsiniz. 12 00:00:43,000 --> 00:00:49,406 >> Ayr谋ca, bu h蓹ft蓹 v蓹 ya g蓹l蓹n h蓹ft蓹, Biz son CS50 m眉hazir蓹 var. 13 00:00:49,406 --> 00:00:51,450 [GROANS] bilir蓹m. 14 00:00:51,450 --> 00:00:54,140 Bu bel蓹 tezlikl蓹 g蓹ldi. 15 00:00:54,140 --> 00:00:57,820 Yale t蓹l蓹b蓹l蓹r canl谋 olacaq h眉quq m蓹kt蓹b burada m眉hazir蓹 16 00:00:57,820 --> 00:00:59,920 C眉m蓹 g眉n眉 auditoriyada. 17 00:00:59,920 --> 00:01:01,140 Tort olacaq. 18 00:01:01,140 --> 00:01:05,570 Harvard t蓹l蓹b蓹l蓹r olacaq bazar ert蓹si Sanders son m眉hazir蓹. 19 00:01:05,570 --> 00:01:08,050 D蓹 tort olacaq. 20 00:01:08,050 --> 00:01:14,000 >> Ayr谋ca, bu h蓹ft蓹 C眉m蓹 g眉n眉, h蓹min Siz kimin New Haven g蓹lir, 21 00:01:14,000 --> 00:01:15,740 biz CS50 Expo var. 22 00:01:15,740 --> 00:01:18,850 Biz 30-dan 莽ox var m眉xt蓹lif qruplar qeydiyyatdan 23 00:01:18,850 --> 00:01:22,530 h蓹r 艧ey g枚st蓹rm蓹k muxtar sailboats olan, 24 00:01:22,530 --> 00:01:27,170 tan谋maq sisteml蓹ri komp眉ter digital portretl蓹ri, 25 00:01:27,170 --> 00:01:32,100 musiqi v蓹 komp眉ter istehsal musiqi. 26 00:01:32,100 --> 00:01:33,610 Bel蓹 ki, biz蓹 buyurun. 27 00:01:33,610 --> 00:01:36,460 M蓹n b枚y眉k bir zaman olacaq edir蓹m. 28 00:01:36,460 --> 00:01:40,320 >> Bu g眉n, baxmayaraq ki, biz almaq AI s枚hb蓹t davam, 29 00:01:40,320 --> 00:01:43,150 s眉ni intellekt haqq谋nda. 30 00:01:43,150 --> 00:01:46,070 V蓹 h蓹r 艧eyi bir ki, biz bu g眉n almaq olacaq 31 00:01:46,070 --> 00:01:51,750 nec蓹 fikirdir probleml蓹ri h蓹ll etm蓹k 眉莽眉n AI istifad蓹 edin. 32 00:01:51,750 --> 00:01:54,690 陌ndi, h蓹mi艧蓹 oldu臒u kimi, ba艧lan臒谋c olsun sad蓹 bir 艧ey il蓹. 33 00:01:54,690 --> 00:01:57,120 V蓹 biz ba艧lamaq olacaq sad蓹 bir ideya il蓹. 34 00:01:57,120 --> 00:01:59,920 V蓹 axtar谋艧 istifad蓹 edir. 35 00:01:59,920 --> 00:02:06,990 >> Bel蓹 ki, bir d蓹qiq蓹 眉莽眉n t蓹s蓹vv眉r ki, m蓹n M蓹n yerin蓹 yetirm蓹k 眉莽眉n laz谋md谋r bir m蓹s蓹l蓹 var. 36 00:02:06,990 --> 00:02:11,970 V蓹 m蓹n ki, m蓹s蓹l蓹 var istiyorum b蓹zi proqram agent t蓹r蓹find蓹n avtomatla艧d谋r谋lm谋艧. 37 00:02:11,970 --> 00:02:17,100 M蓹n bir s谋ra kitab 莽al谋艧谋ram T蓹s蓹vv眉r edin ki, u莽u艧lar谋n, dem蓹k Boston ed蓹k 38 00:02:17,100 --> 00:02:20,040 San Francisco. 39 00:02:20,040 --> 00:02:24,230 M蓹n vasit蓹sil蓹 getm蓹k bil蓹r v蓹 m蓹n istifad蓹 ed蓹 bil蓹r g枚z蓹l online axtar谋艧 bir 40 00:02:24,230 --> 00:02:28,790 al蓹tl蓹r, hans谋 etm蓹k niyy蓹tind蓹dir biz ist蓹yirik 蓹sas蓹n eyni proses 41 00:02:28,790 --> 00:02:30,030 bu g眉n vasit蓹sil蓹 g蓹zm蓹k gedir. 42 00:02:30,030 --> 00:02:34,100 Amma siz ki, olmasayd谋 arac谋, siz n蓹 ed蓹rdiniz? 43 00:02:34,100 --> 00:02:37,570 >> Yax艧谋, siz baxmaq bil蓹r M蓹n Boston deyil蓹m, g枚rm蓹k v蓹 dem蓹k. 44 00:02:37,570 --> 00:02:41,520 N蓹 u莽u艧lar m蓹n蓹 m枚vcuddur? 45 00:02:41,520 --> 00:02:44,390 陌ndi b蓹lk蓹 眉莽 Boston m眉mk眉n u莽u艧lar 46 00:02:44,390 --> 00:02:47,180 o vaxt uy臒un olacaq M蓹n t蓹rk etm蓹k laz谋md谋r. 47 00:02:47,180 --> 00:02:48,830 M蓹n Chicago u莽maq bil蓹r. 48 00:02:48,830 --> 00:02:50,130 Yoxsa m蓹n Mayami u莽maq bil蓹r. 49 00:02:50,130 --> 00:02:53,340 Yoxsa m蓹n Nyu-Yorka u莽maq bil蓹r. 50 00:02:53,340 --> 00:02:56,980 M蓹n h蓹r baxmaq bil蓹r bu t蓹yinat 艧蓹h蓹rl蓹rind蓹n biridir 51 00:02:56,980 --> 00:03:00,650 v蓹 n蓹 locations haqq谋nda d眉艧眉nm蓹k M蓹n b蓹lk蓹 莽ata bil蓹r 52 00:03:00,650 --> 00:03:03,020 h蓹min f蓹rdi 艧蓹h蓹rl蓹rin h蓹r. 53 00:03:03,020 --> 00:03:07,390 >> Bel蓹 ki, b蓹lk蓹 Chicago, m蓹n 蓹ld蓹 ed蓹 bil蓹rsiniz San Francisco birba艧a u莽u艧. 54 00:03:07,390 --> 00:03:09,550 Ki, 蓹la var. 55 00:03:09,550 --> 00:03:12,360 V蓹 ya Denver bir u莽u艧 蓹ld蓹 ed蓹 bil蓹r. 56 00:03:12,360 --> 00:03:16,970 San Francisco, indi b蓹lk蓹 u莽u艧 m蓹nim 眉莽眉n m眉k蓹mm蓹l h蓹ll edir 57 00:03:16,970 --> 00:03:19,530 amma b蓹lk蓹 deyil. 58 00:03:19,530 --> 00:03:22,180 B蓹lk蓹 bir 艧ey ar谋yorum ki, bir az ucuzdur 59 00:03:22,180 --> 00:03:24,920 v蓹 ya c蓹dv蓹li bir az daha yax艧谋. 60 00:03:24,920 --> 00:03:29,197 V蓹 m蓹n ba艧qa n蓹 axtarmaq bil蓹r Imkanlar谋 orada ola bil蓹r. 61 00:03:29,197 --> 00:03:30,280 Bel蓹 ki, Denver baxmaq bil蓹r. 62 00:03:30,280 --> 00:03:33,870 V蓹 Denver, yax艧谋, b蓹lk蓹 M蓹n Austin bir u莽u艧 蓹ld蓹 ed蓹 bil蓹rsiniz. 63 00:03:33,870 --> 00:03:37,080 Austin olan, b蓹lk蓹 bir 蓹ld蓹 ed蓹 bil蓹rsiniz Phoenix, v蓹 Phoenix u莽u艧 64 00:03:37,080 --> 00:03:40,190 San Francisco. 65 00:03:40,190 --> 00:03:42,730 陌ndi h蓹l蓹 h蓹yata deyil蓹m. 66 00:03:42,730 --> 00:03:45,640 B蓹lk蓹 bir var, 莽眉nki New York birba艧a u莽u艧 67 00:03:45,640 --> 00:03:47,850 San Francisco m蓹nim 眉莽眉n m眉k蓹mm蓹l. 68 00:03:47,850 --> 00:03:53,354 V蓹 ya b蓹lk蓹 Mayami bir u莽u艧 var Denver vasit蓹sil蓹 莽ox ucuz ki. 69 00:03:53,354 --> 00:03:54,270 Bel蓹 ki, m蓹n h蓹l蓹 getm蓹k 眉莽眉n var. 70 00:03:54,270 --> 00:03:58,200 M蓹n h蓹l蓹 o b眉t眉n baxmaq laz谋md谋r M蓹n h蓹l蓹 t蓹dqiq yoxdur 艧蓹h蓹rl蓹r. 71 00:03:58,200 --> 00:04:04,220 M蓹n exhaustively b眉t眉n yoxlamaq 眉莽眉n M蓹n ola bil蓹r imkanlar谋. 72 00:04:04,220 --> 00:04:09,610 >> Bel蓹 ki, New York, b蓹lk蓹 bir 蓹ld蓹 ed蓹 bil蓹rsiniz Nashville, Nashville u莽u艧 73 00:04:09,610 --> 00:04:10,336 Austin. 74 00:04:10,336 --> 00:04:11,460 V蓹 sonra m蓹n harada bilirik. 75 00:04:11,460 --> 00:04:14,252 V蓹 sonra m蓹n Austin bilirik, m蓹n Phoenix u莽maq, v蓹 Phoenix olan 76 00:04:14,252 --> 00:04:14,960 San Francisco. 77 00:04:14,960 --> 00:04:18,240 78 00:04:18,240 --> 00:04:22,830 M蓹n Mayami ilk u莽maq, baxmayaraq ki, b蓹lk蓹 m蓹n Mayami bir u莽u艧 蓹ld蓹 ed蓹 bil蓹rsiniz 79 00:04:22,830 --> 00:04:25,080 Nashville, v蓹 ya Mayami Austin. 80 00:04:25,080 --> 00:04:27,950 81 00:04:27,950 --> 00:04:30,860 >> 陌ndi b眉t眉n denedim imkanlar谋. 82 00:04:30,860 --> 00:04:36,310 M蓹n bu graph in艧a etdik ki, M蓹n蓹 m眉mk眉n mar艧rutlar谋 b眉t眉n g枚st蓹rir 83 00:04:36,310 --> 00:04:37,790 M蓹n ed蓹 bil蓹r. 84 00:04:37,790 --> 00:04:40,510 85 00:04:40,510 --> 00:04:43,640 Biz bu t蓹msil zaman probleml蓹rin n枚v, 86 00:04:43,640 --> 00:04:47,870 t蓹msil etm蓹k fikrind蓹 deyilik Onlara a莽谋q-a艧kar bu graph kimi, 87 00:04:47,870 --> 00:04:51,590 ki, graph t蓹msil etmir, 莽眉nki biz getdi sonra harada tarixi. 88 00:04:51,590 --> 00:04:55,260 M蓹n u莽du ki, bilm蓹d蓹n San Francisco Phoenix 89 00:04:55,260 --> 00:05:01,690 M蓹n vasit蓹sil蓹 g蓹ldi olub m蓹n蓹 deyil Nashville, v蓹 ya Denver vasit蓹sil蓹 v蓹 ya Mayami vasit蓹sil蓹. 90 00:05:01,690 --> 00:05:06,430 >> Bel蓹likl蓹, m蓹n ed蓹c蓹yik n蓹 蓹v蓹zin蓹 M蓹n bu eyni problem almaq laz谋md谋r, 91 00:05:06,430 --> 00:05:09,140 M蓹n bir a臒ac kimi t蓹msil ed蓹c蓹yik. 92 00:05:09,140 --> 00:05:14,300 V蓹 a臒ac k枚k, at top, M蓹n a莽谋lm谋艧 ba艧 qoymaq laz谋md谋r, 93 00:05:14,300 --> 00:05:16,590 Boston. 94 00:05:16,590 --> 00:05:19,310 Boston, m蓹n baxmaq laz谋md谋r M眉mk眉n yerl蓹rd蓹 b眉t眉n 95 00:05:19,310 --> 00:05:20,380 M蓹n s蓹yah蓹t ed蓹 bil蓹r. 96 00:05:20,380 --> 00:05:25,480 Yax艧谋, bu halda, m蓹n 眉莽 idi Chicago, New York v蓹 Miami. 97 00:05:25,480 --> 00:05:29,850 V蓹 sonra m蓹n h蓹r ara艧d谋rmaq laz谋md谋r a臒ac bu u艧aqlar. 98 00:05:29,850 --> 00:05:32,690 >> Chicago, g枚rd眉m M蓹n iki u莽u艧lar var idi. 99 00:05:32,690 --> 00:05:35,940 M蓹n birba艧a u莽maq bil蓹r San Francisco v蓹 ya Denver. 100 00:05:35,940 --> 00:05:37,740 陌ndi San Francisco, ki, m蓹nim m蓹qs蓹di var. 101 00:05:37,740 --> 00:05:39,790 Bu m蓹nim t蓹yinat var. 102 00:05:39,790 --> 00:05:42,220 Y蓹ni, bu a臒ac bir yarpaq olacaq. 103 00:05:42,220 --> 00:05:45,340 M蓹n he莽 vaxt getm蓹k 眉莽眉n gedir蓹m edir San Francisco sonra yerd蓹. 104 00:05:45,340 --> 00:05:47,850 105 00:05:47,850 --> 00:05:50,340 Denver, baxmayaraq ki, M蓹n Denver u莽maq olar 106 00:05:50,340 --> 00:05:54,220 Austin Austin olan Phoenix, v蓹 San Francisco Phoenix olan. 107 00:05:54,220 --> 00:05:56,050 陌ndi yen蓹, m蓹n bir yarpaq 蓹ld蓹 etdik. 108 00:05:56,050 --> 00:05:59,470 109 00:05:59,470 --> 00:06:03,980 >> M蓹n sonra n枚vb蓹ti geri bil蓹r M蓹n tam t蓹dqiq deyil 艧蓹h蓹r. 110 00:06:03,980 --> 00:06:07,440 Bu New York, getm蓹k olacaq geri a臒ac 眉st q蓹d蓹r, 111 00:06:07,440 --> 00:06:09,160 Nyu-Yorka a艧a臒谋 g蓹lir. 112 00:06:09,160 --> 00:06:12,700 New York, m蓹n u莽maq bil蓹r Nashville Nashville, Austin, 113 00:06:12,700 --> 00:06:17,290 Austin olan Phoenix, v蓹 San Francisco Phoenix olan. 114 00:06:17,290 --> 00:06:20,170 V蓹 n蓹hay蓹t, bir 艧蓹h蓹r m蓹n h蓹l蓹 d蓹 Miami baxd谋 yoxdur. 115 00:06:20,170 --> 00:06:24,600 >> Yax艧谋, Mayami M蓹n iki bildirib imkanlar谋, Nashville v蓹 ya Austin. 116 00:06:24,600 --> 00:06:28,810 M蓹n Nashville u莽maq, yax艧谋 onda m蓹n u莽maq Nashville, Austin, Phoenix, 117 00:06:28,810 --> 00:06:29,640 San Francisco. 118 00:06:29,640 --> 00:06:33,600 M蓹n Austin u莽maq, m蓹n, Austin fly San Francisco Phoenix, 眉莽眉n. 119 00:06:33,600 --> 00:06:36,340 陌ndi bir a臒ac var. 120 00:06:36,340 --> 00:06:37,230 Bu tam a臒ac var. 121 00:06:37,230 --> 00:06:41,890 Bu imkanlar谋 b眉t眉n M蓹n bil蓹r yollar谋 b眉t眉n. 122 00:06:41,890 --> 00:06:44,310 M蓹n ba艧lamaq 蓹g蓹r ki, 眉st a臒ac k枚k眉 123 00:06:44,310 --> 00:06:47,860 v蓹 m蓹n bir enm蓹k m蓹n蓹 yaln谋z deyir, yarpa臒谋 124 00:06:47,860 --> 00:06:50,480 M蓹n gedir蓹m son, San Francisco, 125 00:06:50,480 --> 00:06:53,670 lakin m蓹n蓹 mar艧rutu deyir ki, M蓹n orada almaq 眉莽眉n etm蓹k laz谋md谋r. 126 00:06:53,670 --> 00:06:56,400 127 00:06:56,400 --> 00:06:59,690 >> 陌ndi, bu hans谋 bir 蓹n yax艧谋? 128 00:06:59,690 --> 00:07:02,430 Bu bar蓹d蓹 Yax艧谋, he莽 bir 艧ey problem h蓹l蓹 m蓹n蓹 deyir 129 00:07:02,430 --> 00:07:04,710 o hans谋 蓹n yax艧谋 h蓹ll edir. 130 00:07:04,710 --> 00:07:09,270 B蓹lk蓹 蓹n 莽ox qay臒谋 M蓹n hava deyil蓹m n蓹 q蓹d蓹r vaxt, 131 00:07:09,270 --> 00:07:12,350 v蓹 ya m蓹saf蓹 M蓹n u莽an al谋ram ki. 132 00:07:12,350 --> 00:07:16,410 Bu halda, Chicago San 眉莽眉n Francisco q谋sa say谋 ola bil蓹r 133 00:07:16,410 --> 00:07:18,910 hava mil. 134 00:07:18,910 --> 00:07:20,860 >> B蓹lk蓹 d蓹y蓹ri qay臒谋. 135 00:07:20,860 --> 00:07:23,680 V蓹 biz b眉t眉n birba艧a u莽u艧lara bilirik ad蓹t蓹n daha bahal谋. 136 00:07:23,680 --> 00:07:26,610 Bel蓹 ki, b蓹lk蓹 m蓹n bu almaq 蓹g蓹r geri mar艧rutu c眉r 137 00:07:26,610 --> 00:07:30,650 Miami, Nashville vasit蓹sil蓹, Austin, Phoenix, b蓹lk蓹 sonra 138 00:07:30,650 --> 00:07:34,070 M蓹n a艧a臒谋 qiym蓹t almaq. 139 00:07:34,070 --> 00:07:36,440 Amma h蓹r hans谋 optimize bil蓹r M蓹n qay臒谋 meyarlar谋. 140 00:07:36,440 --> 00:07:39,790 Kim 蓹n yax艧谋 var u莽u艧 Wi-Fi, v蓹 ya 141 00:07:39,790 --> 00:07:43,110 airports 蓹n yax艧谋 qida var. 142 00:07:43,110 --> 00:07:47,280 V蓹 o h蓹r bil蓹r M蓹n蓹 ba艧qa bir h蓹ll 143 00:07:47,280 --> 00:07:49,215 M蓹n yax艧谋 kimi g枚r眉r眉k. 144 00:07:49,215 --> 00:07:51,990 145 00:07:51,990 --> 00:07:54,400 >> Probleml蓹rin bu c眉r, biz gedirik 146 00:07:54,400 --> 00:07:58,480 bu a臒ac qurmaq 眉莽眉n imkanlar谋 v蓹 sonra 147 00:07:58,480 --> 00:08:02,100 o h蓹r baxmaq f蓹rdi yollar谋, v蓹 yoxlamaq 148 00:08:02,100 --> 00:08:05,270 o yerin蓹 yetirir hans谋 bizim 眉莽眉n meyarlar, 149 00:08:05,270 --> 00:08:08,790 biz z蓹ng olacaq bu axtar谋艧 probleml蓹ri. 150 00:08:08,790 --> 00:08:11,280 V蓹 biz 莽ox var alqoritml蓹r, olan b蓹zi 151 00:08:11,280 --> 00:08:15,270 Biz art谋q g枚rd眉m, getm蓹k v蓹 h蓹min a臒ac ara艧d谋rmaq. 152 00:08:15,270 --> 00:08:19,270 Biz 艧蓹kild蓹 bunu ed蓹 bil蓹r ki, m蓹n yaln谋z bir d蓹rinliyi ilk axtar谋艧 etdi 153 00:08:19,270 --> 00:08:22,900 q蓹d蓹r bil蓹rsiniz kimi uzaq en蓹n biz bir yarpaq hit, v蓹 sonra geri g蓹l蓹n, 154 00:08:22,900 --> 00:08:24,787 v蓹 do臒ru geri a艧a臒谋 gedir. 155 00:08:24,787 --> 00:08:26,870 Yoxsa biz n蓹 ed蓹 bil蓹r eni-ilk axtar谋艧 莽a臒谋r谋b. 156 00:08:26,870 --> 00:08:29,675 Biz h蓹r 艧eyi geni艧l蓹ndirm蓹k bil蓹r 眉st v蓹 sonra 157 00:08:29,675 --> 00:08:31,550 h蓹r 艧ey bir x蓹tt ki, alt谋nda, sonra 158 00:08:31,550 --> 00:08:35,240 h蓹r 艧ey alt谋nda bir x蓹tt. 159 00:08:35,240 --> 00:08:41,250 Bu axtar谋艧 a臒ac AI 眉莽眉n 蓹sas var. 160 00:08:41,250 --> 00:08:46,570 Lakin onlar 莽ox almaq deyil Bu do臒ru h蓹r zaman. 161 00:08:46,570 --> 00:08:51,600 茝slind蓹, hallarda bir 莽ox Biz, h蓹qiq蓹t蓹n, qay臒谋 ki, 162 00:08:51,600 --> 00:08:54,430 biz bir a臒ac qurmaq ist蓹yirik, lakin biz, h蓹qiq蓹t蓹n, yoxdur 163 00:08:54,430 --> 00:08:57,140 q蓹rarlar b眉t眉n etm蓹k 眉莽眉n almaq. 164 00:08:57,140 --> 00:09:00,940 >> Bu adl谋 hallar var da bilin蓹n 莽蓹ki艧m蓹 Axtar谋艧 165 00:09:00,940 --> 00:09:05,390 oyun oynayan yazmaq 眉莽眉n nec蓹 sisteml蓹ri v蓹 bunun 眉莽眉n 枚d蓹nil蓹n almaq. 166 00:09:05,390 --> 00:09:07,940 Lakin bu n枚v sisteml蓹rinin harada 167 00:09:07,940 --> 00:09:12,920 M蓹n getm蓹k zaman se莽m蓹k almaq bil蓹r Boston, 艧蓹h蓹rin M蓹n n枚vb蓹ti gedin. 168 00:09:12,920 --> 00:09:19,990 Amma bundan sonra ba艧qas谋 蓹ld蓹 ed蓹 bil蓹r M蓹n u莽maq harada q蓹rar q蓹bul etm蓹k. 169 00:09:19,990 --> 00:09:24,040 Bel蓹 ki, bu qurmaq n枚v strukturlar谋, biz ist蓹yirik 170 00:09:24,040 --> 00:09:28,510 bir az almaq 眉莽眉n gedir ona m眉xt蓹lif yana艧ma. 171 00:09:28,510 --> 00:09:31,060 Biz etm蓹k fikrind蓹 deyilik yaln谋z a臒ac vasit蓹sil蓹 axtar谋艧 172 00:09:31,060 --> 00:09:35,000 Art谋q, biz ist蓹yirik, 莽眉nki deyil n蓹zar蓹t ki, bir 173 00:09:35,000 --> 00:09:38,180 o q蓹rar bal h蓹r. 174 00:09:38,180 --> 00:09:42,590 >> Bel蓹 ki, sad蓹 bir t蓹s蓹vv眉r ed蓹k tic-tac-barmaq kimi oyun. 175 00:09:42,590 --> 00:09:46,730 M蓹n bir il蓹 ba艧lamaq bil蓹r tamamil蓹 bo艧 board. 176 00:09:46,730 --> 00:09:49,580 V蓹 tic-tac-barmaq, X ilk oynamaq olur. 177 00:09:49,580 --> 00:09:53,890 V蓹 m蓹n b眉t眉n haqq谋nda hesab ed蓹 bil蓹r X ed蓹 bil蓹r m眉mk眉n hamle. 178 00:09:53,890 --> 00:09:57,420 M蓹n bir oyun Ben 蓹g蓹r X, b枚y眉k deyil. 179 00:09:57,420 --> 00:10:01,020 M蓹n m眉mk眉n doqquz M蓹n ed蓹 bil蓹r ki, h蓹r蓹k蓹t edir. 180 00:10:01,020 --> 00:10:05,000 M蓹n h蓹r hans谋 bir bir X qoymaq bil蓹r o doqquz v蓹zif蓹l蓹rin. 181 00:10:05,000 --> 00:10:10,710 >> V蓹 sonra, o h蓹r I g蓹l蓹n n蓹 t蓹s蓹vv眉r ed蓹 bil蓹r. 182 00:10:10,710 --> 00:10:14,130 Yax艧谋, bu halda, dig蓹r oyun莽u bir n枚vb蓹sind蓹 almaq almaq olard谋. 183 00:10:14,130 --> 00:10:15,660 O bir n枚vb蓹sind蓹 almaq almaq olard谋. 184 00:10:15,660 --> 00:10:19,510 V蓹 o h蓹r s蓹kkiz m眉xt蓹lif yerl蓹rd蓹 olacaq 185 00:10:19,510 --> 00:10:22,980 ki, O, onlar谋n marker yerl蓹艧dirm蓹k bil蓹r. 186 00:10:22,980 --> 00:10:25,790 >> M蓹n m蓹n ki, q蓹rar deyirl蓹r m蓹rk蓹zind蓹 X qoymaq niyy蓹tind蓹dir. 187 00:10:25,790 --> 00:10:28,810 H蓹mi艧蓹 kimi g枚r眉n眉r yax艧谋 a莽谋l谋艧 h蓹r蓹k蓹t. 188 00:10:28,810 --> 00:10:34,870 Hesab edir蓹m ki, alt谋nda baxmaq bil蓹r, O edir s蓹kkiz m眉mk眉n hamle. 189 00:10:34,870 --> 00:10:37,320 M蓹n X oynayan al谋ram varsa, ki, g枚z蓹l var. 190 00:10:37,320 --> 00:10:41,740 M蓹n bir m蓹n se莽m蓹k almaq ortada biri getm蓹k. 191 00:10:41,740 --> 00:10:45,000 Amma indi O se莽m蓹k olur. 192 00:10:45,000 --> 00:10:48,750 M蓹n n蓹zar蓹t yoxdur Bu q蓹rara. 193 00:10:48,750 --> 00:10:51,670 >> Lakin h蓹min h蓹r m眉mk眉n board v蓹zif蓹l蓹ri, 194 00:10:51,670 --> 00:10:54,020 sonra ba艧qa bir var imkanlar谋 se莽in. 195 00:10:54,020 --> 00:10:56,700 Bu g蓹ldikd蓹 daha 莽evirm蓹k m蓹nim, m蓹n 196 00:10:56,700 --> 00:11:01,500 yax艧谋, se莽in v蓹 dem蓹k almaq, O daxil h蓹r蓹k蓹t 蓹g蓹r, yax艧谋, 197 00:11:01,500 --> 00:11:06,110 sonra sol orta spot, M蓹n imkanlar谋 bir s谋ra 198 00:11:06,110 --> 00:11:09,740 M蓹n m蓹nim n枚vb蓹ti h蓹r蓹k蓹t ed蓹 bil蓹r. 199 00:11:09,740 --> 00:11:14,140 O, m蓹n b眉t眉n hesab ed蓹 bil蓹r Onlar谋n alt谋nda imkanlar谋. 200 00:11:14,140 --> 00:11:18,030 V蓹 sonra O almaq olard谋 aras谋nda se莽in. 201 00:11:18,030 --> 00:11:22,290 >> M蓹n bu bina saxlamaq bil蓹r a臒ac I n枚qt蓹y蓹 h蓹yata q蓹d蓹r 202 00:11:22,290 --> 00:11:26,960 Ya kims蓹 var OYUN Q茝NA茝T qalib 203 00:11:26,960 --> 00:11:31,070 bir yarpaq hesab oldu node v蓹 ya board tamamil蓹 dolu 204 00:11:31,070 --> 00:11:32,704 v蓹 he莽 bir qazand谋. 205 00:11:32,704 --> 00:11:34,370 V蓹 h蓹m莽inin bir yarpaq node olacaq. 206 00:11:34,370 --> 00:11:35,411 Ki, bir tie olacaq. 207 00:11:35,411 --> 00:11:37,820 208 00:11:37,820 --> 00:11:41,680 >> Amma bu 莽蓹tin 艧eydir Bu yaln谋z m眉nt蓹z蓹m axtar谋艧 olsayd谋 209 00:11:41,680 --> 00:11:44,269 problem, m蓹n ed蓹 olar谋q dem蓹k, yax艧谋, X burada getm蓹k laz谋md谋r. 210 00:11:44,269 --> 00:11:45,560 V蓹 O yol art谋q getm蓹k laz谋md谋r. 211 00:11:45,560 --> 00:11:46,770 V蓹 sonra X burada art谋q getm蓹k laz谋md谋r. 212 00:11:46,770 --> 00:11:48,269 V蓹 sonra O yol art谋q getm蓹k laz谋md谋r. 213 00:11:48,269 --> 00:11:51,860 V蓹 sonra X 眉莽 蓹ld蓹 ed蓹 bil蓹rsiniz Bir s谋ra v蓹 m蓹n qazanmaq. 214 00:11:51,860 --> 00:11:54,870 V蓹 oyun art谋q olacaq Be艧 h蓹r蓹k蓹t, m蓹nim 眉莽眉n 眉莽, 215 00:11:54,870 --> 00:11:57,710 M蓹nim r蓹qib 眉莽眉n iki. 216 00:11:57,710 --> 00:12:01,300 Amma h蓹mi艧蓹 se莽m蓹k almaq deyil. 217 00:12:01,300 --> 00:12:03,720 >> Bel蓹 ki, 蓹v蓹zin蓹, biz n蓹 ist蓹yirik etm蓹k 眉莽眉n gedir 218 00:12:03,720 --> 00:12:06,270 biz olacaq ki, yeni bir strategiya var. 219 00:12:06,270 --> 00:12:09,350 V蓹 strategiya ki, oyun oynayan alqoritml蓹r tez-tez istifad蓹 220 00:12:09,350 --> 00:12:12,000 Minimax adl谋 budur. 221 00:12:12,000 --> 00:12:15,500 m蓹rk蓹zi ideyas谋 Minimax biz ist蓹yirik ki, 222 00:12:15,500 --> 00:12:21,365 verir h蓹r蓹k蓹t almaq 眉莽眉n gedir rakibimiz pis m眉mk眉n set 223 00:12:21,365 --> 00:12:22,790 onlar ed蓹 bil蓹r ki, h蓹r蓹k蓹t edir. 224 00:12:22,790 --> 00:12:25,570 225 00:12:25,570 --> 00:12:28,870 M蓹n蓹 h蓹r hans谋 bir yax艧谋 deyil bir h蓹r蓹k蓹t se莽m蓹k 226 00:12:28,870 --> 00:12:31,952 M蓹n sonra qazanmaq ed蓹 bil蓹r M蓹nim r蓹qib deyil, 莽眉nki ki, 227 00:12:31,952 --> 00:12:33,160 m蓹n蓹 艧ans verm蓹k niyy蓹tind蓹dir. 228 00:12:33,160 --> 00:12:37,770 Onlar b蓹zi se莽m蓹k olacaq M蓹nim 眉莽眉n d蓹h艧蓹tli n蓹tic蓹si. 229 00:12:37,770 --> 00:12:42,010 Bel蓹 ki, m蓹n gedir蓹m ki, m蓹nim r蓹qib q眉vv蓹l蓹ri h蓹r蓹k蓹t 230 00:12:42,010 --> 00:12:45,760 m蓹nim 眉莽眉n daha yax艧谋 bir 艧ey etm蓹k. 231 00:12:45,760 --> 00:12:46,260 Oldu. 232 00:12:46,260 --> 00:12:48,410 Ki h蓹yata oynay谋r nec蓹 g枚rm蓹k ed蓹k. 233 00:12:48,410 --> 00:12:51,640 Bel蓹 ki, burada pseudocode bizim alqoritm var. 234 00:12:51,640 --> 00:12:54,450 Biz yaratmaq olacaq B眉t眉n oyun a臒ac. 235 00:12:54,450 --> 00:12:56,757 Biz qurmaq olacaq b眉t眉n struktur. 236 00:12:56,757 --> 00:12:57,840 V蓹 sonra biz vasit蓹sil蓹 getm蓹k laz谋md谋r. 237 00:12:57,840 --> 00:13:02,100 V蓹 莽ox alt h蓹r yarpaqlar谋 h蓹r terminal qov艧aqlar谋n谋n, 238 00:13:02,100 --> 00:13:07,850 biz nec蓹 qiym蓹tl蓹ndirm蓹k laz谋md谋r qiym蓹tli ki, m蓹n蓹 deyil? 239 00:13:07,850 --> 00:13:11,690 V蓹 biz d蓹y蓹r 艧eyl蓹r olacaq ki, m眉sb蓹t kimi m蓹nim 眉莽眉n yax艧谋. 240 00:13:11,690 --> 00:13:14,460 M蓹nim 眉莽眉n yax艧谋 deyil Things az m眉sb蓹t v蓹 ya s谋f谋r olacaq, 241 00:13:14,460 --> 00:13:16,480 v蓹 ya h蓹tta m蓹nfi. 242 00:13:16,480 --> 00:13:19,240 >> B蓹lk蓹, tic-tac-barmaq bel蓹 M蓹nim 眉莽眉n q蓹l蓹b蓹 yax艧谋d谋r. 243 00:13:19,240 --> 00:13:20,290 Ki, bir var. 244 00:13:20,290 --> 00:13:22,400 V蓹 tie s谋f谋r. 245 00:13:22,400 --> 00:13:26,230 V蓹 bir 艧ey 眉莽眉n z蓹r蓹r ki, M蓹n蓹 b蓹lk蓹 m蓹nfi biri. 246 00:13:26,230 --> 00:13:29,620 B眉t眉n m蓹s蓹l蓹 daha yax艧谋 ki, Bu m蓹nim 眉莽眉n, ali hesab 247 00:13:29,620 --> 00:13:32,160 Bu al谋r. 248 00:13:32,160 --> 00:13:36,690 H蓹min imkanlar谋 alt, sonra biz yuxar谋 filter laz谋md谋r. 249 00:13:36,690 --> 00:13:40,650 V蓹 se莽m蓹k 眉莽眉n m蓹nim 艧ans zaman alternativ bir s谋ra aras谋nda, 250 00:13:40,650 --> 00:13:44,460 M蓹n bir se莽蓹 bil蓹rsiniz y眉ks蓹k hesab var. 251 00:13:44,460 --> 00:13:47,200 >> V蓹 bu m蓹nim deyil zaman opponentl蓹r se莽m蓹k m眉raci蓹t 252 00:13:47,200 --> 00:13:52,350 M蓹n onlar olacaq ki, g眉man laz谋md谋r a艧a臒谋 hesab谋 il蓹 birini se莽in. 253 00:13:52,350 --> 00:13:56,090 M蓹n bu b眉t眉n yol 蓹g蓹r a臒ac 眉st q蓹d蓹r, 254 00:13:56,090 --> 00:14:03,150 M蓹n verir yolunu se莽mi艧 olacaq M蓹n蓹 蓹ld蓹 ed蓹 bil蓹rsiniz 蓹n yax艧谋 n蓹tic蓹si, 255 00:14:03,150 --> 00:14:09,110 M蓹nim r蓹qib f蓹rz ets蓹k ki, b眉t眉n do臒ru h蓹r蓹k蓹t edir. 256 00:14:09,110 --> 00:14:11,940 >> B眉t眉n h眉quqlar, bel蓹 ki, g枚r蓹k ilk bu f蓹aliyy蓹t. 257 00:14:11,940 --> 00:14:14,980 V蓹 sonra biz, h蓹qiq蓹t蓹n laz谋md谋r bunun 眉莽眉n kodu baxmaq. 258 00:14:14,980 --> 00:14:16,780 Bel蓹likl蓹, m蓹n bu b枚y眉k a臒ac var t蓹s蓹vv眉r. 259 00:14:16,780 --> 00:14:18,280 陌ndi tic-tac-barmaq oynayan deyil蓹m. 260 00:14:18,280 --> 00:14:20,405 M蓹n siz蓹 verm蓹k ist蓹di bir az daha z蓹ngin bir 艧ey. 261 00:14:20,405 --> 00:14:23,560 M蓹n b蓹zi oyun harada var bir 莽ox m眉xt蓹lif puanlar谋 var 262 00:14:23,560 --> 00:14:26,390 M蓹n sonunda ola bil蓹r ki. 263 00:14:26,390 --> 00:14:27,980 V蓹 m蓹n bu tam a臒ac qurmaq. 264 00:14:27,980 --> 00:14:29,070 V蓹 m蓹n ilk h蓹r蓹k蓹t almaq. 265 00:14:29,070 --> 00:14:31,290 M蓹n a臒ac k枚k deyil蓹m. 266 00:14:31,290 --> 00:14:36,150 >> V蓹 M蓹n almaq that-- se莽m蓹k almaq ilk node daxilind蓹 maksimize 眉莽眉n. 267 00:14:36,150 --> 00:14:38,410 V蓹 sonra m蓹nim r蓹qib getm蓹k olur. 268 00:14:38,410 --> 00:14:41,910 V蓹 sonra m蓹n bir daha getm蓹k almaq. 269 00:14:41,910 --> 00:14:46,830 Alt a艧a臒谋 Bel蓹 ki, bir s谋ra M蓹n se莽蓹 bil蓹rsiniz imkanlar谋, 270 00:14:46,830 --> 00:14:50,570 oyun m眉xt蓹lif terminal d枚vl蓹tl蓹r. 271 00:14:50,570 --> 00:14:54,980 Hesab edir蓹m ki, a艧a臒谋 Ben 蓹g蓹r q蓹d蓹r k眉nc眉nd蓹 sol 272 00:14:54,980 --> 00:14:58,867 v蓹 m蓹n bir se莽im var ki, g枚r蓹c蓹ksiniz s蓹kkiz, yeddi v蓹 iki aras谋nda, 273 00:14:58,867 --> 00:15:00,450 yax艧谋, m蓹n se莽m蓹k olur biriy蓹m. 274 00:15:00,450 --> 00:15:02,910 Bel蓹 ki, se莽m蓹k 眉莽眉n gedir蓹m o 蓹n yax艧谋 biridir. 275 00:15:02,910 --> 00:15:05,650 M蓹n s蓹kkiz se莽m蓹k gedir蓹m. 276 00:15:05,650 --> 00:15:10,090 >> Bel蓹 ki, 蓹g蓹r m蓹n he莽 bilirsiniz ki, n枚qt蓹sin蓹 a艧a臒谋 almaq, 277 00:15:10,090 --> 00:15:13,890 Hesab edir蓹m ki, s蓹kkiz bal 蓹ld蓹 ed蓹 bil蓹rsiniz. 278 00:15:13,890 --> 00:15:17,410 M蓹n n枚vb蓹ti n枚qt蓹d蓹 sona varsa 眉z蓹rind蓹 眉z蓹rind蓹 n枚vb蓹ti node, 279 00:15:17,410 --> 00:15:20,760 doqquz, bir v蓹 ya alt谋, yax艧谋, m蓹n o 蓹n yax艧谋 se莽m蓹k 眉莽眉n gedir. 280 00:15:20,760 --> 00:15:21,950 M蓹n doqquz se莽蓹 bil蓹rsiniz. 281 00:15:21,950 --> 00:15:24,880 M蓹n bir se莽im aras谋nda varsa iki v蓹 d枚rd v蓹 bir, 282 00:15:24,880 --> 00:15:28,240 M蓹n d枚rd, 蓹n y眉ks蓹k se莽蓹 bil蓹rsiniz. 283 00:15:28,240 --> 00:15:31,990 >> 陌ndi s蓹viyy蓹d蓹 baxsaq ki, yuxar谋da, m蓹nim r蓹qib 284 00:15:31,990 --> 00:15:34,440 bir ki, se莽im olur. 285 00:15:34,440 --> 00:15:37,040 Bel蓹 ki, m蓹nim r蓹qib olur se莽m蓹k M蓹n onu verm蓹k ist蓹yir蓹m 286 00:15:37,040 --> 00:15:39,250 olacaq bir 艧ey ona s蓹kkiz xal almaq 眉莽眉n, 287 00:15:39,250 --> 00:15:41,916 v蓹 ya ona var 艧ey ver蓹 bil蓹r蓹m ona doqquz bal verm蓹k 眉莽眉n gedir, 288 00:15:41,916 --> 00:15:45,240 v蓹 ya bir 艧ey olacaq ona d枚rd xal verm蓹k? 289 00:15:45,240 --> 00:15:49,130 V蓹 m蓹nim r蓹qib olan s蓹m蓹r蓹li, gedir 290 00:15:49,130 --> 00:15:53,470 bu minimum se莽m蓹k, d枚rd se莽m蓹k gedir. 291 00:15:53,470 --> 00:15:56,020 >> M蓹n bunu ed蓹 bil蓹rsiniz b眉t眉n a臒ac vasit蓹sil蓹. 292 00:15:56,020 --> 00:15:59,110 Hesab edir蓹m ki, enm蓹k bil蓹r 眉莽 orta set. 293 00:15:59,110 --> 00:16:01,517 M蓹n se莽蓹 bil蓹rsiniz bir, 眉莽, be艧. 294 00:16:01,517 --> 00:16:02,350 M蓹n se莽m蓹k almaq. 295 00:16:02,350 --> 00:16:03,810 M蓹n bir be艧 download. 296 00:16:03,810 --> 00:16:05,340 M蓹n 眉莽 doqquz v蓹 ya iki se莽蓹 bil蓹rsiniz. 297 00:16:05,340 --> 00:16:07,570 M蓹n se莽m蓹k almaq, m蓹n doqquz download. 298 00:16:07,570 --> 00:16:09,290 Six, be艧, ya iki, m蓹n se莽in. 299 00:16:09,290 --> 00:16:11,539 M蓹n alt谋 se莽m蓹k almaq. 300 00:16:11,539 --> 00:16:13,080 Ki, yuxar谋da Level, kim se莽m蓹k olur? 301 00:16:13,080 --> 00:16:16,280 302 00:16:16,280 --> 00:16:18,140 Kim se莽m蓹k olur? 303 00:16:18,140 --> 00:16:20,000 dig蓹r guy, m蓹nim r蓹qib. 304 00:16:20,000 --> 00:16:22,583 Bel蓹 ki, onlar, be艧 se莽in doqquz, ya alt谋, hans谋 biri? 305 00:16:22,583 --> 00:16:23,410 >> Auditoriya: Be艧. 306 00:16:23,410 --> 00:16:25,250 >> HOPARL脰R: onlar be艧 download. 307 00:16:25,250 --> 00:16:27,400 Onlar minimum se莽m蓹k almaq. 308 00:16:27,400 --> 00:16:29,690 V蓹 sonra son bir, bir, iki v蓹 ya 眉莽 se莽in. 309 00:16:29,690 --> 00:16:31,720 M蓹n se莽m蓹k almaq, m蓹n 眉莽 download. 310 00:16:31,720 --> 00:16:34,370 Nine, yeddi, ya iki, m蓹n doqquz download. 311 00:16:34,370 --> 00:16:37,070 11, alt谋, ya d枚rd, m蓹n 11 download. 312 00:16:37,070 --> 00:16:41,190 M蓹nim r蓹qib sonra, 眉莽 se莽ir doqquz, ya 11, minimum se莽ir. 313 00:16:41,190 --> 00:16:43,290 O m蓹n蓹 眉莽 verir. 314 00:16:43,290 --> 00:16:47,780 V蓹 sonra n蓹hay蓹t 眉st a臒ac, m蓹n yen蓹 se莽m蓹k almaq. 315 00:16:47,780 --> 00:16:51,190 M蓹n se莽蓹 almaq d枚rd, be艧, ya 眉莽. 316 00:16:51,190 --> 00:16:52,270 Bel蓹likl蓹, m蓹n be艧 edir. 317 00:16:52,270 --> 00:16:55,070 318 00:16:55,070 --> 00:17:00,891 >> M蓹n h蓹r 艧eyi n蓹zar蓹t var, m蓹n ist蓹diyiniz 11 s蓹b蓹b yol almaq. 319 00:17:00,891 --> 00:17:02,390 Amma se莽im etm蓹k deyil. 320 00:17:02,390 --> 00:17:04,220 Hesab edir蓹m ki, yol a艧a臒谋 getm蓹k. 321 00:17:04,220 --> 00:17:10,710 M蓹nim r蓹qib m蓹ni m蓹cbur ed蓹c蓹k 眉莽 g蓹tirib 莽谋xar谋r se莽imi. 322 00:17:10,710 --> 00:17:14,530 Bel蓹 ki, m蓹n n蓹 ed蓹 bil蓹r ki, 蓹n yax艧谋 ki, orta filial谋 etm蓹k, 323 00:17:14,530 --> 00:17:19,859 n蓹hay蓹t ki, se莽im Be艧 bal m蓹n蓹 yol gedir. 324 00:17:19,859 --> 00:17:23,230 Ki, Minimax n蓹 var. 325 00:17:23,230 --> 00:17:23,807 >> Oldu. 326 00:17:23,807 --> 00:17:24,890 Ki n蓹z蓹r salaq. 327 00:17:24,890 --> 00:17:27,480 328 00:17:27,480 --> 00:17:32,330 Bel蓹 ki, burada CS50 IDE bir proqramd谋r ki, 329 00:17:32,330 --> 00:17:36,540 tic-tac-barmaq oynamaq Minimax h蓹yata ke莽irir. 330 00:17:36,540 --> 00:17:40,100 Biz qurmaq olacaq bir t蓹msil edir. 331 00:17:40,100 --> 00:17:44,390 Biz iki opponent-- olacaq v蓹 ya iki oyuncu, bizim komp眉ter 332 00:17:44,390 --> 00:17:46,090 oyun莽u v蓹 bir insan player. 333 00:17:46,090 --> 00:17:48,980 334 00:17:48,980 --> 00:17:53,090 Bir ifa olunacaq Player say谋 O. Bu ma艧谋n oyun莽u olacaq. 335 00:17:53,090 --> 00:17:55,747 Onlar ikinci h蓹r蓹k蓹t almaq. 336 00:17:55,747 --> 00:17:57,830 V蓹 dig蓹r oyun莽u, bizim insan oyun莽u, X. olacaq 337 00:17:57,830 --> 00:17:59,880 >> V蓹 m蓹nim h蓹yat etm蓹k az sad蓹, m蓹n gedir蓹m 338 00:17:59,880 --> 00:18:03,060 oyun莽u m蓹nfi bir etiket. 339 00:18:03,060 --> 00:18:05,026 M蓹n yaln谋z 莽oxaltmaq olar m蓹nfi bir d蓹yi艧dirm蓹k 眉莽眉n 340 00:18:05,026 --> 00:18:06,400 bir oyun莽u v蓹 dig蓹r aras谋nda. 341 00:18:06,400 --> 00:18:09,030 342 00:18:09,030 --> 00:18:12,250 B眉t眉n h眉quqlar, bel蓹 ki, bir n蓹z蓹r salaq n蓹 biz, h蓹qiq蓹t蓹n, n蓹 olacaq. 343 00:18:12,250 --> 00:18:15,840 Biz board m眉蓹yy蓹n olacaq. 344 00:18:15,840 --> 00:18:19,060 Bu, biz gedirik, olacaq Bu 眉莽 眉莽 olmaq 眉莽眉n imkan, 345 00:18:19,060 --> 00:18:21,580 v蓹 ya h蓹tta oynaya bil蓹r be艧 v蓹 ya yeddi Be艧 346 00:18:21,580 --> 00:18:28,870 Siz ets蓹niz yeddi tic-tac-barmaq kimi, b蓹zi 枚l莽眉s眉 D. 蓹sas谋nda 347 00:18:28,870 --> 00:18:31,260 >> V蓹 biz bir ne莽蓹 laz谋md谋r k枚m蓹k莽i funksiyalar谋 348 00:18:31,260 --> 00:18:34,360 ki, kimi 艧eyl蓹r ed蓹c蓹yik , screen-- ya sorry ba艧lamaq 349 00:18:34,360 --> 00:18:38,900 Bizim d蓹yi艧蓹nl蓹r ba艧lamaq, sil ekran, ekranda board c蓹lb 350 00:18:38,900 --> 00:18:41,060 bir board yoxlay谋r bir v蓹 ya g枚rm蓹k 351 00:18:41,060 --> 00:18:44,520 qalib, bir var ki, command line vasit蓹sil蓹 莽枚z眉mler, 352 00:18:44,520 --> 00:18:50,670 yaln谋z oxuyur biri yard谋m giri艧 v蓹 Minimax adl谋 bir funksiyas谋. 353 00:18:50,670 --> 00:18:52,746 V蓹 biri Biz 蓹n qay臒谋 laz谋md谋r. 354 00:18:52,746 --> 00:18:54,120 Amma 蓹sas ilk baxaq. 355 00:18:54,120 --> 00:18:57,490 356 00:18:57,490 --> 00:18:58,510 >> Biz n蓹 etm蓹liy蓹m? 357 00:18:58,510 --> 00:19:00,570 B蓹li, biz olacaq bizim command line t蓹hlil 358 00:19:00,570 --> 00:19:04,300 yaln谋z oxumaq v蓹 g枚rm蓹k n蓹 biz ist蓹diyiniz 枚l莽眉s眉 board. 359 00:19:04,300 --> 00:19:07,330 Biz board ba艧lamaq laz谋md谋r. 360 00:19:07,330 --> 00:19:10,360 V蓹 sonra biz bir daxil olacaq d蓹f蓹l蓹rl蓹 b枚y眉k v蓹h艧i loop, 361 00:19:10,360 --> 00:19:16,630 oyun q蓹d蓹r h蓹r蓹k蓹t q蓹bul qalib, v蓹 ya sol he莽 bir h蓹r蓹k蓹t yoxdur. 362 00:19:16,630 --> 00:19:20,560 Biz vasit蓹sil蓹 getm蓹k h蓹r zaman loop, biz ekran sil laz谋md谋r. 363 00:19:20,560 --> 00:19:23,290 Biz ekranda board 莽蓹km蓹k laz谋md谋r. 364 00:19:23,290 --> 00:19:28,750 V蓹 biz sort q蓹sd蓹n etdiyiniz subroutines kimi bu 眉z abstracting, 365 00:19:28,750 --> 00:19:32,030 bel蓹 ki, biz 莽ox narahat yoxdur ki, Onlar ba艧 nec蓹 detallar谋 haqq谋nda. 366 00:19:32,030 --> 00:19:33,480 >> Daha sonra bu g眉n kodu laz谋md谋r. 367 00:19:33,480 --> 00:19:37,970 V蓹 baxmaq ist蓹yirsinizs蓹, v蓹 siz onlar谋 g枚r蓹 bil蓹rsiniz, tapa bil蓹rsiniz. 368 00:19:37,970 --> 00:19:39,890 Amma biz ekranda bir board 莽蓹km蓹k laz谋md谋r. 369 00:19:39,890 --> 00:19:43,620 V蓹 sonra biz yoxlamaq laz谋md谋r v蓹 bax biz qalib var? 370 00:19:43,620 --> 00:19:46,290 Kims蓹 bu oyun qazand谋? 371 00:19:46,290 --> 00:19:49,260 Onlar varsa, 莽ap ed蓹c蓹yik q蓹l蓹b蓹 mesaj谋 h蓹yata. 372 00:19:49,260 --> 00:19:51,680 V蓹 biz oyun 莽谋xaca臒谋q. 373 00:19:51,680 --> 00:19:54,510 >> Biz d蓹 yoxlamaq laz谋md谋r v蓹 bir tie var g枚rmek. 374 00:19:54,510 --> 00:19:56,620 Bu tie var g枚rmek 眉莽眉n asan olacaq. 375 00:19:56,620 --> 00:20:00,700 Bu, b眉t眉n f蓹zalar谋nda tam o dem蓹kdir ki, lakin qalib olmam谋艧d谋r. 376 00:20:00,700 --> 00:20:03,580 Biz tie elan ed蓹 bil蓹r v蓹 g枚r眉l蓹c蓹k. 377 00:20:03,580 --> 00:20:10,530 Sonra real meat-- 蓹g蓹r bu bir ma艧谋n oyun莽u, 378 00:20:10,530 --> 00:20:14,120 ki, imkan laz谋md谋r ma艧谋n player axtar谋艧 379 00:20:14,120 --> 00:20:19,500 Bu Minimax alqoritm istifad蓹 etm蓹kl蓹, ola bil蓹r ki, 蓹n yax艧谋 h蓹r蓹k蓹t tapmaq 眉莽眉n. 380 00:20:19,500 --> 00:20:22,310 V蓹 sonra biz ki, h蓹r蓹k蓹t up qoymaq laz谋md谋r. 381 00:20:22,310 --> 00:20:27,640 >> 茝ks halda, bu bir insan player varsa, biz insan b蓹zi giri艧 oxumaq laz谋md谋r. 382 00:20:27,640 --> 00:20:30,800 V蓹 sonra insan olub player v蓹 ya ma艧谋n player, 383 00:20:30,800 --> 00:20:32,800 biz az bir ne莽蓹 ed蓹c蓹yik s蓹hv yoxlan谋lmas谋 bit, 384 00:20:32,800 --> 00:20:36,910 蓹min s蓹rh蓹dl蓹ri i莽ind蓹 qal谋r etm蓹k 陌dar蓹 Hey蓹tinin faktiki 枚l莽眉l蓹ri 385 00:20:36,910 --> 00:20:40,040 biz ki, 蓹min olun ki, kosmik bo艧 oldu臒unu, 386 00:20:40,040 --> 00:20:43,570 he莽 kimin qoymaq ki, orada art谋q par莽a. 387 00:20:43,570 --> 00:20:45,810 V蓹 sonra biz yaln谋z qoymaq laz谋md谋r board bir par莽a, 388 00:20:45,810 --> 00:20:51,550 n枚vb蓹ti qat oyun莽u d蓹yi艧dirm蓹k, v蓹 ba艧 nec蓹 莽ox hamle artt谋rmay谋. 389 00:20:51,550 --> 00:20:54,090 >> Ki, 蓹sas loop var Bizim tic-tac-ayaq oyunu. 390 00:20:54,090 --> 00:20:57,000 391 00:20:57,000 --> 00:21:02,340 Minimax, sonra d蓹qiq deyil alqoritm 蓹vv蓹l biz. 392 00:21:02,340 --> 00:21:04,710 yaln谋z t蓹nziml蓹nm蓹si ki, biz ki etdik biz 393 00:21:04,710 --> 00:21:07,290 y眉ks蓹k oynaya bil蓹r 枚l莽眉l眉 l枚vh蓹l蓹r biz deyil 394 00:21:07,290 --> 00:21:11,070 d蓹rinliyi adlanan bu 蓹lav蓹 parametri saxlan谋l谋r. 395 00:21:11,070 --> 00:21:14,870 V蓹 d蓹rinliyi yaln谋z m蓹n deyil蓹m 蓹g蓹r deyir ki, a臒ac vasit蓹sil蓹 a艧a臒谋 axtar谋艧 396 00:21:14,870 --> 00:21:19,022 v蓹 m蓹n q蓹d蓹r a艧a臒谋 bel蓹 almaq b蓹zi s蓹viyy蓹d蓹 d蓹rinliyi k蓹narda 397 00:21:19,022 --> 00:21:20,730 M蓹n yaln谋z ist蓹mir蓹m ki, h蓹r hans谋 bir daha getm蓹k 眉莽眉n, 398 00:21:20,730 --> 00:21:25,630 M蓹n dayand谋rmaq v蓹 yaln谋z gedir蓹m o n枚qt蓹d蓹 board qiym蓹tl蓹ndirm蓹k. 399 00:21:25,630 --> 00:21:27,310 M蓹n yoxlamaq v蓹 qalib var, 蓹g蓹r g枚r蓹c蓹ksiniz. 400 00:21:27,310 --> 00:21:29,240 Qalib var, m蓹n onlar谋 geri. 401 00:21:29,240 --> 00:21:31,720 茝ks halda, m蓹n bir loop vasit蓹sil蓹 getm蓹k laz谋md谋r. 402 00:21:31,720 --> 00:21:34,380 M蓹n b眉t眉n, dem蓹k laz谋md谋r m眉mk眉n locations 403 00:21:34,380 --> 00:21:38,080 M蓹n m眉mk眉n ola bil蓹r ki, M蓹nim h蓹r蓹k蓹t kimi laz谋md谋r almaq 404 00:21:38,080 --> 00:21:43,760 hipotetik board qurmaq ki, board m蓹nim h蓹r蓹k蓹t daxildir 405 00:21:43,760 --> 00:21:45,960 v蓹 sonra recursively Minimax 莽a臒谋r谋r. 406 00:21:45,960 --> 00:21:49,360 407 00:21:49,360 --> 00:21:53,900 >> M蓹nim h蓹r蓹k蓹t varsa, m蓹n tapmaq 眉莽眉n almaq b枚y眉k hesab var biridir. 408 00:21:53,900 --> 00:21:58,710 M蓹nim r蓹qib h蓹r蓹k蓹t varsa, biz tapmaq minimum hesab var biridir. 409 00:21:58,710 --> 00:22:02,240 V蓹 ba艧qa h蓹r 艧ey yaln谋z rekord saxlanmas谋. 410 00:22:02,240 --> 00:22:04,789 B眉t眉n h眉quqlar, bel蓹 ki, bu run ed蓹k. 411 00:22:04,789 --> 00:22:06,830 茝slind蓹, b蓹lk蓹 biz k枚n眉ll眉 bir ne莽蓹 almaq 412 00:22:06,830 --> 00:22:09,930 g蓹lm蓹k v蓹 tic-tac-barmaq oynamaq. 413 00:22:09,930 --> 00:22:12,780 [I艧itilemez] bir v蓹 bir orada iki, daha 莽ox. 414 00:22:12,780 --> 00:22:13,550 Q蓹d蓹r g蓹lib. 415 00:22:13,550 --> 00:22:19,290 416 00:22:19,290 --> 00:22:23,650 >> Bel蓹 nin ir蓹li ged蓹k v蓹 tamamil蓹 bu yenid蓹n ba艧lad谋n. 417 00:22:23,650 --> 00:22:24,150 Bel蓹 ki, hi. 418 00:22:24,150 --> 00:22:24,920 >> Auditoriya: Salam. 419 00:22:24,920 --> 00:22:25,420 >> HOPARL脰R: Sizin ad谋n谋z n蓹dir? 420 00:22:25,420 --> 00:22:26,086 >> Auditoriya: Gorav. 421 00:22:26,086 --> 00:22:26,840 HOPARL脰R: Gorav. 422 00:22:26,840 --> 00:22:27,800 >> Auditoriya: M蓹n Layla edir蓹m. 423 00:22:27,800 --> 00:22:29,490 >> HOPARL脰R: V蓹 Layla v蓹 Layla, sorry. 424 00:22:29,490 --> 00:22:30,384 Q蓹d蓹r g蓹lib. 425 00:22:30,384 --> 00:22:32,050 Gorav, siz蓹 ilk getm蓹k olacaq. 426 00:22:32,050 --> 00:22:37,710 M蓹n bir olmaq 眉莽眉n xahi艧 gedir蓹m olduqca yax艧谋 tic-tac-barmaq player. 427 00:22:37,710 --> 00:22:40,130 OK, bel蓹 ki, b眉t眉n t蓹zyiq siz off edir. 428 00:22:40,130 --> 00:22:44,660 Nin, baxmayaraq ki, g枚r眉r眉k ki, imkan bizim ma艧谋n player h蓹qiq蓹t蓹n a臒谋ll谋 bir 艧ey ed蓹 bil蓹rsiniz. 429 00:22:44,660 --> 00:22:45,310 Bel蓹 ki, davam. 430 00:22:45,310 --> 00:22:49,830 Siz hans谋 koordinasiya yaz谋n olacaq Siz sizin X qoymaq ist蓹yir蓹m. 431 00:22:49,830 --> 00:22:55,170 A0, OK, v蓹 ma艧谋n getdi hemen v蓹 A1 onun iz qoydu. 432 00:22:55,170 --> 00:22:56,640 >> Board O qoyun. 433 00:22:56,640 --> 00:22:58,970 B眉t眉n h眉quqlar, indi ir蓹li getm蓹k. 434 00:22:58,970 --> 00:23:00,193 Harada getm蓹k ist蓹yirsiniz? 435 00:23:00,193 --> 00:23:03,510 436 00:23:03,510 --> 00:23:05,090 C2. 437 00:23:05,090 --> 00:23:08,430 Bizim ma艧谋n player etmi艧dir orta kvadrat, siz蓹 ba臒lanacaq. 438 00:23:08,430 --> 00:23:10,320 Bel蓹 ki, bir yax艧谋 idi Bu n蓹 眉莽眉n smart 艧ey. 439 00:23:10,320 --> 00:23:13,430 440 00:23:13,430 --> 00:23:14,250 Siz ba臒lanacaq etdik. 441 00:23:14,250 --> 00:23:15,210 Ki, 蓹la var. 442 00:23:15,210 --> 00:23:16,390 Orada k眉ncd蓹n z蓹rb蓹 vurur. 443 00:23:16,390 --> 00:23:23,890 444 00:23:23,890 --> 00:23:30,430 >> V蓹 m蓹cbur olacaq son bir yer, B0 edir. 445 00:23:30,430 --> 00:23:32,220 V蓹 oyun tie qurtar谋r. 446 00:23:32,220 --> 00:23:35,030 Amma bir a臒labatan ifa Siz蓹 qar艧谋 oyun, sa臒? 447 00:23:35,030 --> 00:23:36,956 B眉t眉n h眉quqlar, thanks 莽ox, Gorav. 448 00:23:36,956 --> 00:23:40,860 >> [Alq谋艧] 449 00:23:40,860 --> 00:23:44,723 >> B眉t眉n h眉quqlar, Layla, gedirik burada oyun up. 450 00:23:44,723 --> 00:23:46,940 >> Auditoriya: Oh, b枚y眉k. 451 00:23:46,940 --> 00:23:49,950 >> HOPARL脰R: Biz verm蓹k olacaq d枚rd tic-tac-barmaq d枚rd. 452 00:23:49,950 --> 00:23:54,760 陌ndi d枚rd d枚rd, siz qazanmaq laz谋md谋r Bir s谋ra bir s谋ra d枚rd, 眉莽 il蓹. 453 00:23:54,760 --> 00:23:56,135 V蓹 b眉t眉n sizin. 454 00:23:56,135 --> 00:24:02,180 455 00:24:02,180 --> 00:24:04,420 Bel蓹 ki, Layla D1 etdi. 456 00:24:04,420 --> 00:24:11,730 Biz indi izl蓹m蓹k olacaq Burada komp眉ter oyun莽u. 457 00:24:11,730 --> 00:24:16,910 脺莽 tic-tac-barmaq 眉莽 n枚v 艧ey ham谋m谋z 眉莽眉n asand谋r. 458 00:24:16,910 --> 00:24:21,960 Amma bu g枚rm蓹k 眉莽眉n h蓹l蓹 g枚z蓹l smart h蓹r蓹k蓹t ed蓹r蓹k komp眉ter oyun莽u. 459 00:24:21,960 --> 00:24:23,725 D枚rd Four olur bir az trickier ola bil蓹r. 460 00:24:23,725 --> 00:24:42,960 461 00:24:42,960 --> 00:24:44,230 >> G枚z蓹l i艧l蓹r. 462 00:24:44,230 --> 00:24:46,210 B眉t眉n h眉quqlar, bel蓹 Layla off tamamlad谋. 463 00:24:46,210 --> 00:24:48,270 Oh, v蓹 biz orada ba艧a olmal谋d谋r. 464 00:24:48,270 --> 00:24:51,870 Amma burada bir daha n蓹 ed蓹k. 465 00:24:51,870 --> 00:24:53,480 Layla Bel蓹 ki, t蓹艧蓹kk眉r edir蓹m. 466 00:24:53,480 --> 00:24:55,112 G枚z蓹l i艧l蓹r. 467 00:24:55,112 --> 00:24:57,517 >> [Alq谋艧] 468 00:24:57,517 --> 00:25:00,410 469 00:25:00,410 --> 00:25:04,750 >> Bel蓹 ki, bizim tic-tac-barmaq oyun莽u gedir vasit蓹sil蓹 v蓹 yerl蓹rd蓹 tap谋r, 470 00:25:04,750 --> 00:25:07,040 onlara bu Minimax istifad蓹 h蓹ll edir. 471 00:25:07,040 --> 00:25:08,990 M蓹n bir d蓹rinlik q蓹bulu idi ki, bel蓹 ki, 472 00:25:08,990 --> 00:25:11,010 脟ox s眉r蓹tli run deyil, olan y蓹qin ki, niy蓹 473 00:25:11,010 --> 00:25:16,790 Layla g枚z蓹l ir蓹li getm蓹k m眉mk眉n idi o idi v蓹 莽ox yax艧谋 etdi. 474 00:25:16,790 --> 00:25:20,450 Amma bu sisteml蓹rin yaln谋z vasit蓹sil蓹 v蓹 G眉c眉n t蓹tbiqi getm蓹k 475 00:25:20,450 --> 00:25:23,870 d蓹rin v蓹 daha d蓹rin v蓹 daha d蓹rin getm蓹k v蓹 h蓹ll tapmaq saxlamaq 476 00:25:23,870 --> 00:25:29,890 onlar laz谋md谋r ki, sistem bu c眉r Yax艧谋, bu olduqca m眉v蓹ff蓹qiyy蓹tli olan, 477 00:25:29,890 --> 00:25:32,700 standart board oyun. 478 00:25:32,700 --> 00:25:37,060 >> V蓹 蓹slind蓹, biz baxsaq 眉莽 tic-tac-ayaq oyunu 眉莽, 479 00:25:37,060 --> 00:25:40,040 Bu 蓹sas蓹n bir h蓹ll problemdir. 480 00:25:40,040 --> 00:25:45,430 Bu g枚z蓹l diagram edir XKCD da Randall Munroe olan, 481 00:25:45,430 --> 00:25:52,130 g枚st蓹r蓹n olmal谋d谋r h蓹r蓹k蓹t ed蓹n rakibin h蓹r蓹k蓹t verilmi艧 almaq. 482 00:25:52,130 --> 00:25:56,420 Bu, biz bil蓹r bir 艧eydir asanl谋qla vaxt谋ndan daxil. 483 00:25:56,420 --> 00:26:00,180 Lakin biz daha 莽ox almaq kimi olur kompleks oyunlar, daha m眉r蓹kk蓹b oyunlar, 484 00:26:00,180 --> 00:26:05,690 burada b枚y眉k l枚vh蓹l蓹r var, daha imkanlar谋, d蓹rin strategiya? 485 00:26:05,690 --> 00:26:09,660 >> Bu 莽谋x谋r ki, h蓹l蓹 axtar谋艧 G眉c眉n t蓹tbiqi 486 00:26:09,660 --> 00:26:14,150 istisna olmaqla, kifay蓹t q蓹d蓹r yax艧谋 deyil Siz n枚qt蓹sin蓹 almaq zaman 487 00:26:14,150 --> 00:26:19,230 harada ki, a臒ac bel蓹 b枚y眉k Siz b眉t眉n t蓹msil ed蓹 bilm蓹z ki. 488 00:26:19,230 --> 00:26:22,370 489 00:26:22,370 --> 00:26:28,280 Siz b眉t眉n a臒ac hesablamaq m眉mk眉n olmad谋qda, ir蓹li v蓹 push getm蓹k bilm蓹z zaman 490 00:26:28,280 --> 00:26:32,204 Siz var n枚qt蓹sin蓹 枚z眉n眉z眉 yadda艧 b眉t眉n a臒ac kazan谋lm谋艧, 491 00:26:32,204 --> 00:26:34,370 v蓹 ya onu 蓹ld蓹 ed蓹 bil蓹rsiniz olub yadda艧 v蓹 yaln谋z olacaq 492 00:26:34,370 --> 00:26:39,200 vasit蓹sil蓹 axtar谋艧 siz yol 莽ox uzun Bu, asan bir 艧ey var. 493 00:26:39,200 --> 00:26:42,620 494 00:26:42,620 --> 00:26:46,450 >> Bunu etm蓹k 眉莽眉n, siz iki 艧ey蓹 var. 495 00:26:46,450 --> 00:26:49,030 Birincisi, b蓹zi tapmaq laz谋md谋r Sizin d蓹rinliyi m蓹hdudla艧d谋ran yol. 496 00:26:49,030 --> 00:26:50,370 Yax艧谋 ki, OK. 497 00:26:50,370 --> 00:26:55,740 Biz b蓹zi g枚z蓹l, 莽谋lpaq minimum tapa bil蓹rsiniz v蓹 yaln谋z bel蓹 d蓹rin getm蓹k olar, deyirl蓹r. 498 00:26:55,740 --> 00:27:00,890 Bunu zaman, ki, dem蓹kdir Bu qism蓹n natamam l枚vh蓹l蓹r var. 499 00:27:00,890 --> 00:27:04,770 V蓹 siz, se莽m蓹k laz谋md谋r m蓹n ist蓹yir蓹m n蓹 Bu qism蓹n natamam board, 500 00:27:04,770 --> 00:27:08,600 v蓹 ya bu qism蓹n natamam board? 501 00:27:08,600 --> 00:27:11,910 >> V蓹 bizim d枚rd D枚rd tic-tac-ayaq oyunu, 502 00:27:11,910 --> 00:27:15,240 bizim komp眉ter oyun莽u a艧a臒谋 var v蓹 alt deyilir, 503 00:27:15,240 --> 00:27:16,800 M蓹n iki m眉xt蓹lif l枚vh蓹l蓹r var. 504 00:27:16,800 --> 00:27:17,940 N蓹 bir q蓹l蓹b蓹 deyil. 505 00:27:17,940 --> 00:27:19,120 N蓹 bir itkidir. 506 00:27:19,120 --> 00:27:22,070 N蓹 bir tie edir. 507 00:27:22,070 --> 00:27:24,100 M蓹n onlar谋n aras谋nda nec蓹 se莽蓹 bil蓹r蓹m? 508 00:27:24,100 --> 00:27:26,200 V蓹 bu yox idi bunu a臒谋ll谋 yol. 509 00:27:26,200 --> 00:27:28,910 510 00:27:28,910 --> 00:27:32,850 >> Biz bu c眉r g枚rm蓹k qiym蓹tl蓹ndirm蓹 h蓹r zaman ba艧 511 00:27:32,850 --> 00:27:35,290 biz daha m眉r蓹kk蓹b oyunlar daxil almaq kimi. 512 00:27:35,290 --> 00:27:37,600 艦ahmat b枚y眉k bir n眉mun蓹sidir. 513 00:27:37,600 --> 00:27:41,550 艦ahmat, biz ilk var b眉t眉n b枚y眉k board. 514 00:27:41,550 --> 00:27:43,370 Biz daha 蓹d蓹d var. 515 00:27:43,370 --> 00:27:47,930 Bu 蓹d蓹d yerl蓹艧dirilm蓹si v蓹 yol bu 蓹d蓹d h蓹r蓹k蓹t ki, 516 00:27:47,930 --> 00:27:50,370 vacibdir. 517 00:27:50,370 --> 00:27:53,700 Bel蓹 ki, Minimax istifad蓹 etm蓹k ist蓹yirsinizs蓹, M蓹n m眉蓹yy蓹n etm蓹k 眉莽眉n laz谋md谋r 518 00:27:53,700 --> 00:27:58,240 v蓹 bu board, dem蓹k he莽 kim, h蓹l蓹 qalib v蓹 ya m蓹臒lub etdi 519 00:27:58,240 --> 00:28:04,310 Bu ba艧qa birt蓹h蓹r yax艧谋d谋r He莽 bir qalib v蓹 ya m蓹臒lub edib board. 520 00:28:04,310 --> 00:28:06,740 >> Bunu etm蓹k 眉莽眉n, m蓹n n蓹 ed蓹 bil蓹r I kimi 艧eyl蓹r yaln谋z bil蓹r 521 00:28:06,740 --> 00:28:10,787 M蓹n ne莽蓹 蓹d蓹d n蓹 saymaq v蓹 ne莽蓹 蓹d蓹d var? 522 00:28:10,787 --> 00:28:12,870 V蓹 ya m眉xt蓹lif ver蓹 bil蓹r 蓹d蓹d m眉xt蓹lif xal. 523 00:28:12,870 --> 00:28:14,420 M蓹nim queen 20 xal d蓹y蓹r. 524 00:28:14,420 --> 00:28:16,500 Sizin piyada bir point d蓹y蓹r. 525 00:28:16,500 --> 00:28:18,920 Kim daha 莽ox xal 眉mumi var? 526 00:28:18,920 --> 00:28:22,300 Yoxsa m蓹n h蓹r 艧eyi kimi hesab ed蓹 bil蓹r, kim daha yax艧谋 board m枚vqe var? 527 00:28:22,300 --> 00:28:26,820 Onun 枚z n枚vb蓹sind蓹 n枚vb蓹ti, bir 艧ey ki, m蓹n 528 00:28:26,820 --> 00:28:31,220 daha d蓹qiq qiym蓹tl蓹ndirm蓹k 眉莽眉n n蓹 bu imkanlardan hans谋 529 00:28:31,220 --> 00:28:34,660 olmadan daha yax艧谋d谋r exhaustively n蓹z蓹r蓹 530 00:28:34,660 --> 00:28:36,565 bundan sonra g蓹lm蓹k bil蓹r h蓹r bir h蓹r蓹k蓹t. 531 00:28:36,565 --> 00:28:39,740 532 00:28:39,740 --> 00:28:45,130 >> 陌ndi i艧 眉莽眉n, ki 艧eyi bir 533 00:28:45,130 --> 00:28:48,680 h蓹qiq蓹t蓹n 蓹h蓹miyy蓹tli olmaq niyy蓹tind蓹dir Biz蓹 yaln谋z d眉z h蓹r蓹k蓹t deyil 眉莽眉n 534 00:28:48,680 --> 00:28:53,720 x眉susi d蓹rinlikd蓹 a艧a臒谋 limit, lakin dem蓹k qadir olan, 535 00:28:53,720 --> 00:28:59,380 bu ideyalar谋n bir m蓹n var bu ki, pis deyil 536 00:28:59,380 --> 00:29:02,280 n蓹z蓹r蓹 d蓹y蓹r deyil m眉mk眉n yollar谋 b眉t眉n 537 00:29:02,280 --> 00:29:06,680 h蓹r 艧eyi daha da pis蓹 getm蓹k bil蓹r. 538 00:29:06,680 --> 00:29:12,760 Bunu etm蓹k 眉莽眉n, biz Minimax daxil 蓹lav蓹 ed蓹c蓹yik prinsipi Alph-beta 莽a臒谋r谋b. 539 00:29:12,760 --> 00:29:16,340 V蓹 alfa-beta deyir Bir pis fikir varsa, 540 00:29:16,340 --> 00:29:22,840 莽al谋艧谋r vaxt s蓹rf etm蓹yin Bu tam olaraq nec蓹 pis tapa bil蓹rsiniz. 541 00:29:22,840 --> 00:29:24,990 >> Bel蓹 ki, burada biz n蓹 olacaq n蓹. 542 00:29:24,990 --> 00:29:28,620 Biz eyni etm蓹k olacaq biz 蓹vv蓹l idi prinsipl蓹ri, 543 00:29:28,620 --> 00:29:32,200 Eyni Minimax n枚v眉 axtar谋艧, yaln谋z biz ist蓹yirik 544 00:29:32,200 --> 00:29:37,570 yaln谋z takip gedir faktiki biz d蓹y蓹rl蓹r, lakin biz laz谋md谋r 545 00:29:37,570 --> 00:29:41,440 m眉mk眉n olan 蓹n yax艧谋 takip M蓹n 蓹ld蓹 ed蓹 bil蓹r d蓹y蓹ri, 546 00:29:41,440 --> 00:29:45,700 v蓹 蓹n pis m眉mk眉n M蓹n ola bil蓹r n蓹tic蓹si. 547 00:29:45,700 --> 00:29:50,470 V蓹 he莽 bir zaman pis m眉mk眉n 艧ey, 莽ox g眉man ki, axtar谋r 548 00:29:50,470 --> 00:29:52,694 M蓹n a臒ac hiss蓹si t蓹rk ed蓹c蓹yik. 549 00:29:52,694 --> 00:29:54,610 M蓹n h蓹tta narahat deyil Art谋q baxaraq. 550 00:29:54,610 --> 00:29:57,680 551 00:29:57,680 --> 00:30:02,600 >> B眉t眉n h眉quqlar, bel蓹 ki, biz ba艧lamaq ki, t蓹s蓹vv眉r Bu eyni d蓹qiq oyun a臒ac谋 il蓹. 552 00:30:02,600 --> 00:30:05,200 陌ndi biz getm蓹k olacaq daha a艧a臒谋, b眉t眉n yol a艧a臒谋 553 00:30:05,200 --> 00:30:07,200 ki, sol alt k眉nc眉nd蓹. 554 00:30:07,200 --> 00:30:11,180 V蓹 alt biz sol k眉ncd蓹n baxmaq v蓹 biz bu board qiym蓹tl蓹ndirm蓹k. 555 00:30:11,180 --> 00:30:15,700 B蓹lk蓹 d枚rd d枚rd il蓹 tic-tac-barmaq var board, v蓹 ya b蓹lk蓹 bir 艧ahmat board var. 556 00:30:15,700 --> 00:30:18,620 Amma biz baxmaq v蓹 biz qiym蓹tl蓹ndirm蓹k Bu, biz s蓹kkiz d蓹y蓹r almaq. 557 00:30:18,620 --> 00:30:22,290 558 00:30:22,290 --> 00:30:28,030 >> Bu noktada, biz bilirik ki, biz 蓹n az谋 almaq 眉莽眉n gedir 559 00:30:28,030 --> 00:30:32,380 Bu alt q蓹rar s蓹kkiz xal. 560 00:30:32,380 --> 00:30:36,620 F蓹rq etm蓹z n蓹 dig蓹r iki, yeddi v蓹 iki. 561 00:30:36,620 --> 00:30:38,580 Onlar h蓹r hans谋 bir d蓹y蓹rl蓹r ola bil蓹r Onlar olmaq ist蓹yirdim. 562 00:30:38,580 --> 00:30:41,279 Biz almaq olacaq 蓹n az谋 s蓹kkiz xal. 563 00:30:41,279 --> 00:30:43,070 B眉t眉n h眉quqlar amma bacara bilm蓹dik ir蓹li getm蓹k v蓹 yoxlamaq. 564 00:30:43,070 --> 00:30:45,080 B蓹lk蓹 onlardan biri s蓹kkiz daha yax艧谋d谋r. 565 00:30:45,080 --> 00:30:46,000 >> Biz yeddi baxmaq. 566 00:30:46,000 --> 00:30:46,910 S蓹kkiz ki, daha yax艧谋d谋r? 567 00:30:46,910 --> 00:30:48,680 Xeyr, d蓹yi艧mir Bizim r蓹y b眉t眉n. 568 00:30:48,680 --> 00:30:49,460 Biz iki oldu. 569 00:30:49,460 --> 00:30:50,543 S蓹kkiz ki, daha yax艧谋d谋r? 570 00:30:50,543 --> 00:30:52,580 Xeyr, d蓹yi艧mir Bizim r蓹y b眉t眉n. 571 00:30:52,580 --> 00:30:55,480 Bel蓹 ki, indi biz can谋 etdik bilirik orada imkanlar谋 b眉t眉n. 572 00:30:55,480 --> 00:30:58,330 Biz almaq fikrind蓹 deyilik s蓹kkiz daha yax艧谋 bir 艧ey. 573 00:30:58,330 --> 00:31:01,310 Biz d蓹qiq s蓹kkiz almaq olacaq. 574 00:31:01,310 --> 00:31:03,825 >> V蓹 bel蓹 ki, node d蓹yi艧dirm蓹k v蓹 dem蓹k, indi bir 蓹minlik var. 575 00:31:03,825 --> 00:31:07,010 576 00:31:07,010 --> 00:31:10,270 Biz ki, yuxar谋da bir s蓹viyy蓹d蓹 getm蓹k. 577 00:31:10,270 --> 00:31:13,820 陌ndi biz bir 艧ey bilm蓹k ki, minimuma endirilm蓹si s蓹viyy蓹si haqq谋nda. 578 00:31:13,820 --> 00:31:18,560 Biz he莽 vaxt almaq olacaq bilirik ki, art谋q s蓹kkiz bal a艧a臒谋 getm蓹k 蓹g蓹r 579 00:31:18,560 --> 00:31:20,910 bu istiqam蓹td蓹. 580 00:31:20,910 --> 00:31:22,980 脟眉nki h蓹tta 蓹g蓹r Dig蓹r iki filial 莽谋xmaq 581 00:31:22,980 --> 00:31:26,170 fantastik v蓹 d蓹y蓹r olmaq bal h蓹r minl蓹rl蓹, 582 00:31:26,170 --> 00:31:31,666 rakibimiz biz蓹 ver蓹c蓹k minimum v蓹 biz蓹 s蓹kkiz verir. 583 00:31:31,666 --> 00:31:32,790 B眉t眉n h眉quqlar, yax艧谋, g枚r蓹k. 584 00:31:32,790 --> 00:31:35,190 Biz bu yol a艧a臒谋 davam ed蓹c蓹yik. 585 00:31:35,190 --> 00:31:38,490 Biz sol ki, orta enm蓹k. 586 00:31:38,490 --> 00:31:40,560 Biz a艧a臒谋 baxmaq v蓹 biz doqquz var g枚r蓹c蓹ksiniz. 587 00:31:40,560 --> 00:31:45,590 Biz almaq olacaq bilirik ki, en蓹n 蓹n az谋 doqquz xal 588 00:31:45,590 --> 00:31:47,720 ki, orta yol. 589 00:31:47,720 --> 00:31:52,110 V蓹 bu n枚qt蓹d蓹, biz yaln谋z fasil蓹 bil蓹r. 590 00:31:52,110 --> 00:31:56,910 V蓹 biz, bax, dem蓹k olar m蓹n Yuxar谋da s蓹viyy蓹d蓹 bilm蓹k, 591 00:31:56,910 --> 00:32:01,160 M蓹n bir daha s蓹kkiz almaq 眉莽眉n gedir蓹m Bu istiqam蓹td蓹 a艧a臒谋 ged蓹n g枚st蓹rir. 592 00:32:01,160 --> 00:32:05,670 Amma orta a艧a臒谋 getdi 蓹v蓹zin蓹 sol yolun yol, 593 00:32:05,670 --> 00:32:08,980 M蓹n 蓹n az谋 doqquz xal almaq olard谋. 594 00:32:08,980 --> 00:32:13,590 >> M蓹nim r蓹qib he莽 vaxt gedir M蓹n蓹 orta yolu ged蓹k. 595 00:32:13,590 --> 00:32:14,650 Onlar se莽m蓹k almaq. 596 00:32:14,650 --> 00:32:18,140 Onlar se莽m蓹k olacaq yolunu, s蓹kkiz do臒ru sol 597 00:32:18,140 --> 00:32:23,650 daha ortalar谋na do臒ru a艧a臒谋 daha n蓹 蓹n az谋 doqquz xal var. 598 00:32:23,650 --> 00:32:25,334 O n枚qt蓹d蓹 Bel蓹 ki, m蓹n dayand谋rmaq laz谋md谋r. 599 00:32:25,334 --> 00:32:26,500 M蓹n siz蓹 n蓹, dem蓹k laz谋md谋r? 600 00:32:26,500 --> 00:32:29,990 M蓹n he莽 bir baxmaq yoxdur daha a艧a臒谋 bu istiqam蓹td蓹. 601 00:32:29,990 --> 00:32:32,270 M蓹n he莽 vaxt orada almaq 眉莽眉n gedir蓹m, 莽眉nki. 602 00:32:32,270 --> 00:32:36,660 >> Hesab edir蓹m ki, art谋q atlayabilirsiniz v蓹 m蓹n ki, alt谋 atlayabilirsiniz 603 00:32:36,660 --> 00:32:39,720 he莽 vaxt ba艧 ver蓹c蓹k, 莽眉nki. 604 00:32:39,720 --> 00:32:42,470 Bel蓹likl蓹, m蓹n a艧a臒谋 getm蓹k laz谋md谋r v蓹 m蓹n laz谋md谋r n枚vb蓹ti imkanlar谋 n蓹z蓹rd蓹n ke莽irilir. 605 00:32:42,470 --> 00:32:44,830 M蓹n orada getm蓹k v蓹 m蓹n iki g枚rm蓹k, deyirl蓹r. 606 00:32:44,830 --> 00:32:47,125 M蓹n burada almaq 蓹g蓹r, m蓹n bilir蓹m 蓹n az谋 iki almaq 眉莽眉n gedir. 607 00:32:47,125 --> 00:32:49,810 608 00:32:49,810 --> 00:32:50,470 OLDU. 609 00:32:50,470 --> 00:32:51,520 M蓹n davam. 610 00:32:51,520 --> 00:32:52,440 M蓹n d枚rd g枚rm蓹k. 611 00:32:52,440 --> 00:32:54,920 M蓹n 蓹n az谋 d枚rd almaq 眉莽眉n gedir蓹m bilirik. 612 00:32:54,920 --> 00:32:57,200 Bir 莽ox aras谋nda h蓹l蓹 d蓹 var baxmayaraq d枚rd v蓹 s蓹kkiz. 613 00:32:57,200 --> 00:32:58,454 Bel蓹 ki, davam. 614 00:32:58,454 --> 00:32:59,870 M蓹n a艧a臒谋 baxmaq v蓹 m蓹n bir var g枚r蓹c蓹ksiniz. 615 00:32:59,870 --> 00:33:01,614 B眉t眉n sa臒, m蓹n 蓹g蓹r bilm蓹k M蓹n bu yol a艧a臒谋 getm蓹k 616 00:33:01,614 --> 00:33:03,280 M蓹n d枚rd se莽蓹 bil蓹c蓹kl蓹r gedir蓹m. 617 00:33:03,280 --> 00:33:06,540 618 00:33:06,540 --> 00:33:08,980 N蓹 m蓹nim r蓹qib n蓹 olacaq? 619 00:33:08,980 --> 00:33:12,310 Bir 艧ey aras谋nda m蓹n蓹 verir s蓹kkiz, m蓹n蓹 d枚rd verir ki, bir 艧ey, 620 00:33:12,310 --> 00:33:14,730 v蓹 bir 艧ey 蓹n az谋 doqquz m蓹n蓹 verir 621 00:33:14,730 --> 00:33:17,550 yax艧谋, m蓹n蓹 d枚rd verm蓹k olacaq. 622 00:33:17,550 --> 00:33:20,110 M蓹n indi bilir蓹m 莽ox 眉st, m蓹n gedir蓹m 623 00:33:20,110 --> 00:33:23,145 蓹n az谋 蓹ld蓹 ed蓹 olmaq Bu oyun h蓹yata d枚rd xal. 624 00:33:23,145 --> 00:33:27,030 625 00:33:27,030 --> 00:33:30,900 >> alfa-beta b眉t眉n fikir bel蓹 hiss蓹l蓹ri a臒ac k蓹sm蓹k 眉莽眉n 626 00:33:30,900 --> 00:33:32,530 M蓹n art谋q onlara baxmaq deyil ki. 627 00:33:32,530 --> 00:33:35,964 M蓹n oldu臒unuz kimi, lakin o, h蓹l蓹 d蓹 g枚r眉n眉r a臒ac bir 莽ox baxaraq. 628 00:33:35,964 --> 00:33:36,880 A艧a臒谋 davam ed蓹k. 629 00:33:36,880 --> 00:33:38,305 Biz indi n枚vb蓹ti bir enm蓹k laz谋md谋r. 630 00:33:38,305 --> 00:33:39,680 Alt Down, m蓹n bir tapa bil蓹rsiniz. 631 00:33:39,680 --> 00:33:41,030 M蓹n 蓹n az谋 bir almaq 眉莽眉n gedir蓹m bilirik. 632 00:33:41,030 --> 00:33:41,690 M蓹n axtar谋r saxlamaq. 633 00:33:41,690 --> 00:33:42,625 >> M蓹n 眉莽 tapa bil蓹rsiniz. 634 00:33:42,625 --> 00:33:44,250 M蓹n 蓹n az谋 眉莽 almaq 眉莽眉n gedir蓹m bilirik. 635 00:33:44,250 --> 00:33:44,840 M蓹n davam. 636 00:33:44,840 --> 00:33:45,660 M蓹n be艧 tapa bil蓹rsiniz. 637 00:33:45,660 --> 00:33:49,760 M蓹n be艧 almaq 眉莽眉n gedir蓹m bilirik Hesab edir蓹m ki, yol a艧a臒谋 almaq 蓹g蓹r. 638 00:33:49,760 --> 00:33:52,580 M蓹n d蓹 sonra bilirik M蓹nim r蓹qib ki, m蓹n 蓹g蓹r 639 00:33:52,580 --> 00:33:55,510 orta se莽in 眉莽 b枚y眉k se莽im, 640 00:33:55,510 --> 00:34:01,440 O m蓹n蓹 verm蓹k olacaq be艧 v蓹 ya daha az bir 艧ey. 641 00:34:01,440 --> 00:34:02,150 >> OLDU. 642 00:34:02,150 --> 00:34:03,400 M蓹n orada davam ed蓹 bil蓹r. 643 00:34:03,400 --> 00:34:06,470 M蓹n a艧a臒谋 baxmaq v蓹 m蓹n bil蓹r m蓹n n蓹 gedir蓹m, dem蓹k olar 644 00:34:06,470 --> 00:34:08,239 M蓹n orta yol a艧a臒谋 getm蓹k 蓹g蓹r 蓹ld蓹 etm蓹k olar? 645 00:34:08,239 --> 00:34:09,909 M蓹n orada, yax艧谋, 眉莽 almaq 眉莽眉n gedir蓹m. 646 00:34:09,909 --> 00:34:12,080 M蓹n bir 艧ey almaq 眉莽眉n gedir蓹m ki, 蓹n az谋 眉莽 var. 647 00:34:12,080 --> 00:34:16,030 H蓹l蓹 aras谋nda 艧ey var 眉莽 v蓹 be艧, m蓹n axtar谋r saxlamaq. 648 00:34:16,030 --> 00:34:20,203 Oh, doqquz, m蓹n m眉tl蓹q laz谋md谋r 眉莽 眉z蓹rind蓹 almaq. 649 00:34:20,203 --> 00:34:22,744 M蓹n 蓹n az谋 doqquz almaq 眉莽眉n gedir蓹m Hesab edir蓹m ki, orta yolu enm蓹k 蓹g蓹r. 650 00:34:22,744 --> 00:34:25,530 651 00:34:25,530 --> 00:34:31,010 >> 陌ndi m蓹nim r蓹qib dayan谋r v蓹 deyir ki, he莽 bir m蓹qam art谋q var, baxmaq. 652 00:34:31,010 --> 00:34:33,669 M蓹n bilir蓹m ki, m蓹nim minimuma endirilm蓹si r蓹qib, o 653 00:34:33,669 --> 00:34:36,210 M蓹n蓹 var 艧ey verm蓹k niyy蓹tind蓹 daha az v蓹 ya be艧 b蓹rab蓹r, 654 00:34:36,210 --> 00:34:39,030 daha var 艧ey daha v蓹 ya daha 莽ox doqquz b蓹rab蓹r. 655 00:34:39,030 --> 00:34:39,530 M蓹n dayand谋rmaq. 656 00:34:39,530 --> 00:34:40,779 Hesab edir蓹m ki, h蓹r hans谋 bir daha baxmaq yoxdur. 657 00:34:40,779 --> 00:34:43,280 M蓹n davam. 658 00:34:43,280 --> 00:34:44,850 >> M蓹n bu a艧a臒谋 baxmaq. 659 00:34:44,850 --> 00:34:46,370 A艧a臒谋, m蓹n alt谋 tapa bil蓹rsiniz. 660 00:34:46,370 --> 00:34:50,040 M蓹n 蓹n az谋 alt谋 almaq 眉莽眉n gedir蓹m bilirik. 661 00:34:50,040 --> 00:34:53,130 M蓹n n蓹 ed蓹 bil蓹r? 662 00:34:53,130 --> 00:34:54,877 M蓹n dayand谋ra bil蓹r. 663 00:34:54,877 --> 00:34:57,460 Bir se莽im aras谋nda var, 莽眉nki 蓹n az谋 alt谋 bir 艧ey 664 00:34:57,460 --> 00:34:59,250 v蓹 bir 艧ey var ki, az be艧d蓹n, o 665 00:34:59,250 --> 00:35:02,570 M蓹n蓹 bir 艧ey etm蓹k niyy蓹tind蓹 ki, be艧 daha az var. 666 00:35:02,570 --> 00:35:04,779 V蓹 indi m蓹n gedir蓹m bilirik m蓹hz se莽imi almaq 眉莽眉n. 667 00:35:04,779 --> 00:35:06,195 Hesab edir蓹m ki, be艧 se莽imi almaq 眉莽眉n gedir蓹m. 668 00:35:06,195 --> 00:35:08,980 669 00:35:08,980 --> 00:35:10,010 >> M蓹n 眉st q蓹d蓹r geri. 670 00:35:10,010 --> 00:35:11,450 M蓹n Hans谋 gedir蓹m bir 艧ey se莽蓹 671 00:35:11,450 --> 00:35:14,449 ki, d枚rd b枚y眉k v蓹 ya b蓹rab蓹r deyil v蓹 ya be艧 b蓹rab蓹r bir 艧ey? 672 00:35:14,449 --> 00:35:17,140 M蓹n bir 艧ey etm蓹k gedir蓹m ki, 蓹n az谋 be艧 var. 673 00:35:17,140 --> 00:35:20,490 M蓹n b眉t眉n son yol a艧a臒谋 getm蓹k a艧a臒谋 a艧a臒谋 yol. 674 00:35:20,490 --> 00:35:21,260 Bir var. 675 00:35:21,260 --> 00:35:23,410 OK, 蓹n az谋 m蓹n bir point almaq 眉莽眉n gedir蓹m. 676 00:35:23,410 --> 00:35:24,427 M蓹n davam. 677 00:35:24,427 --> 00:35:25,760 陌ki, oh, ki, bir daha yax艧谋. 678 00:35:25,760 --> 00:35:27,100 M蓹n 蓹n az谋 iki almaq 眉莽眉n gedir蓹m. 679 00:35:27,100 --> 00:35:28,610 M蓹n 眉莽 tapa bil蓹rsiniz. 680 00:35:28,610 --> 00:35:31,450 M蓹n 眉莽 almaq 眉莽眉n gedir蓹m bilirik. 681 00:35:31,450 --> 00:35:34,690 >> V蓹 yuxar谋da point, M蓹nim r蓹qib gedir 682 00:35:34,690 --> 00:35:38,540 M蓹n蓹 bir 艧ey verm蓹k daha az v蓹 ya 眉莽 b蓹rab蓹r. 683 00:35:38,540 --> 00:35:40,940 陌ndi dayand谋ra bil蓹r. 684 00:35:40,940 --> 00:35:46,290 M蓹n蓹 aras谋nda se莽im olan, 莽眉nki be艧 v蓹 r蓹qib 蓹ld蓹 ed蓹 685 00:35:46,290 --> 00:35:52,290 m蓹n蓹 眉莽 az bir 艧ey verilm蓹si M蓹n h蓹mi艧蓹 be艧 almaq 眉莽眉n gedir蓹m. 686 00:35:52,290 --> 00:35:56,810 Bel蓹 ki, qiym蓹tl蓹ndirm蓹k deyil b眉t眉n a臒ac alt hiss蓹si. 687 00:35:56,810 --> 00:35:59,470 >> 陌ndi bu ki莽ik g枚r眉n蓹 bil蓹r. 688 00:35:59,470 --> 00:36:03,630 Amma hesab az bit, daha 莽ox v蓹 daha az, 689 00:36:03,630 --> 00:36:10,640 b眉t眉n hiss蓹l蓹ri 眉z k蓹silmi艧 bil蓹r bu d枚z蓹r蓹k artan a臒ac, 690 00:36:10,640 --> 00:36:14,280 ki, b枚y眉k bir s蓹b蓹b q蓹na蓹t, 蓹man蓹t m蓹bl蓹臒i 691 00:36:14,280 --> 00:36:17,630 M蓹n kifay蓹t q蓹d蓹r b枚y眉k ki, m眉sabiq蓹 oynayan ba艧laya bil蓹rsiniz 692 00:36:17,630 --> 00:36:21,330 daha m眉r蓹kk蓹b oyunlar. 693 00:36:21,330 --> 00:36:27,030 >> B眉t眉n h眉quqlar, biz 枚l莽眉s眉 baxsaq v蓹 m眉xt蓹lif oyunlar m眉r蓹kk蓹bliyi, 694 00:36:27,030 --> 00:36:29,470 tic-tac-barmaq asan n眉mun蓹si idi. 695 00:36:29,470 --> 00:36:32,150 Biz 眉莽 ki莽ik board 眉莽 var. 696 00:36:32,150 --> 00:36:36,030 Biz 蓹n 莽ox, ortalama almaq d枚rd m眉xt蓹lif se莽im 697 00:36:36,030 --> 00:36:38,440 biz oyun vasit蓹sil蓹 getm蓹k kimi. 698 00:36:38,440 --> 00:36:42,720 Biz 10 蓹traf谋nda haradasa be艧inci m眉mk眉n m眉xt蓹lif yarpaqlar谋. 699 00:36:42,720 --> 00:36:45,200 V蓹 tic-tac-barmaq tikinti player, yax艧谋, biz yaln谋z bunu. 700 00:36:45,200 --> 00:36:47,460 Bu 莽ox asand谋r. 701 00:36:47,460 --> 00:36:49,890 >> Biz daha bir 艧ey q蓹d蓹r getm蓹k 蓹g蓹r kompleksi, Connect Four kimi. 702 00:36:49,890 --> 00:36:53,170 Bu oyun harada yadda edirsiniz Siz ki莽ik ay蓹l蓹r a莽谋lan? 703 00:36:53,170 --> 00:36:58,490 Bu, alt谋 yeddi il蓹 board var ki, daha b枚y眉k, h蓹l蓹 704 00:36:58,490 --> 00:37:00,770 Eyni budaq haqq谋nda var kimi tic-tac-barmaq amil. 705 00:37:00,770 --> 00:37:05,410 M蓹n d枚rd se莽im var harada 艧eyi bil蓹r. 706 00:37:05,410 --> 00:37:10,760 Amma indi m蓹n var daha 莽ox 21-ci hakimiyy蓹t蓹, 10 莽谋xar谋r. 707 00:37:10,760 --> 00:37:14,440 Asan 艧ey biz hemen h蓹ll ki, kifay蓹t q蓹d蓹r. 708 00:37:14,440 --> 00:37:17,560 >> Dama, daha 莽ox complex-- s蓹kkiz hey蓹ti t蓹r蓹find蓹n s蓹kkiz var. 709 00:37:17,560 --> 00:37:20,570 Siz yar谋s谋 yaln谋z ist蓹yirik baxmayaraq h蓹r zaman onlara. 710 00:37:20,570 --> 00:37:24,930 Siz budaq var 2,8 var amil. 711 00:37:24,930 --> 00:37:28,160 B蓹li, biz bir ne莽蓹 var ala h蓹r蓹k蓹t edir. 712 00:37:28,160 --> 00:37:33,870 Siz 31 yarpaqlar谋 t蓹xmin蓹n 10 var b枚y眉k v蓹 daha b枚y眉k v蓹 daha b枚y眉k bo艧luq. 713 00:37:33,870 --> 00:37:37,340 M蓹n vasit蓹sil蓹 axtar谋艧 kimi o b枚y眉k v蓹 daha b枚y眉k f蓹zalar谋nda, 714 00:37:37,340 --> 00:37:42,220 ki, zaman alfa-beta kimi 艧eyl蓹r v蓹 b眉t眉n filial 眉z k蓹silmi艧 ed蓹 715 00:37:42,220 --> 00:37:44,420 蓹sas olur. 716 00:37:44,420 --> 00:37:47,440 >> 陌ndi dama 1992-ci ild蓹 kifay蓹t q蓹d蓹r asan idi. 717 00:37:47,440 --> 00:37:51,400 Adl谋 komp眉ter proqram谋 Chinook d眉nya dama d枚ym蓹k 718 00:37:51,400 --> 00:37:53,590 莽empionu Marion Tinsley. 719 00:37:53,590 --> 00:37:57,260 V蓹 sonra, he莽 bir insan master oyun莽u var 720 00:37:57,260 --> 00:38:02,290 yax艧谋 d枚ym蓹k ed蓹 hesablama sisteml蓹ri. 721 00:38:02,290 --> 00:38:06,570 茝g蓹r biz indi, 艧ahmat kimi bir 艧ey baxmaq yen蓹 biz s蓹kkiz hey蓹ti t蓹r蓹find蓹n s蓹kkiz var. 722 00:38:06,570 --> 00:38:09,870 Amma biz daha 莽ox kompleks var 蓹d蓹d daha m眉r蓹kk蓹b h蓹r蓹k蓹ti. 723 00:38:09,870 --> 00:38:14,610 Biz bir budaq amil var Orta 35, 35 m眉mk眉n hamle 724 00:38:14,610 --> 00:38:20,030 M蓹n v蓹 d枚vl蓹t ed蓹 bil蓹r ki, yer, yarpaqlar谋 bir s谋ra 725 00:38:20,030 --> 00:38:28,950 ki 123rd hakimiyy蓹t蓹 10 art谋b, imkanlar谋 b枚y眉k n枚mr蓹l蓹ri. 726 00:38:28,950 --> 00:38:35,570 >> H蓹tta h蓹l蓹 d蓹 m眉asir prosessorlar谋 u臒urla bunu ed蓹 bil蓹rl蓹r. 727 00:38:35,570 --> 00:38:43,900 1995-ci v蓹 1997-ci ild蓹, bir komp眉ter Deep Blue adl谋 proqram IBM t蓹r蓹find蓹n in艧a 728 00:38:43,900 --> 00:38:49,601 ki, bir n蓹h蓹ng superkomp眉ter qa莽d谋 Cari d眉nya 莽empionu m蓹臒lub, 729 00:38:49,601 --> 00:38:50,225 Garry Kasparov. 730 00:38:50,225 --> 00:38:54,000 731 00:38:54,000 --> 00:38:56,650 Bu bir d枚n眉艧 n枚qt蓹si oldu. 732 00:38:56,650 --> 00:39:00,620 Bu g眉n, baxmayaraq ki, h蓹min emal enerji m蓹nim MacBook oturur. 733 00:39:00,620 --> 00:39:04,180 734 00:39:04,180 --> 00:39:06,440 >> Emal s眉r蓹ti saxlay谋r s眉r蓹tli v蓹 daha s眉r蓹tli olur. 735 00:39:06,440 --> 00:39:09,500 Biz daha 莽ox qiym蓹tl蓹ndirm蓹k olar l枚vh蓹l蓹r s眉r蓹tli v蓹 daha s眉r蓹tli. 736 00:39:09,500 --> 00:39:14,550 Amma daha 蓹h蓹miyy蓹tlisi, daha yax艧谋 var qiym蓹tl蓹ndirm蓹 funksiyalar谋 v蓹 daha yax艧谋 budama 737 00:39:14,550 --> 00:39:15,460 眉sullar谋. 738 00:39:15,460 --> 00:39:19,560 Bel蓹 ki, biz axtar谋艧 ed蓹 bil蓹rsiniz space daha kompleks. 739 00:39:19,560 --> 00:39:22,350 board 蓹n b枚y眉k biz hesab ed蓹 bil蓹r oyunlar, 740 00:39:22,350 --> 00:39:26,310 Go kimi bir 艧ey , 19 19 board var 741 00:39:26,310 --> 00:39:32,490 陌ndi bird蓹n-bir蓹, biz bax谋m谋ndan ke莽mi艧 ist蓹yirik burada hesablama sisteml蓹ri qazana bil蓹r. 742 00:39:32,490 --> 00:39:34,530 He莽 bir hesablama var Orada sistemi 743 00:39:34,530 --> 00:39:38,880 ki, bir professional Go oyun莽u d枚ym蓹k bil蓹rsiniz. 744 00:39:38,880 --> 00:39:45,000 yax艧谋 sisteml蓹ri bu g眉n tutdu臒u onu haqq谋nda yax艧谋 h蓹v蓹skar s蓹viyy蓹d蓹 sort. 745 00:39:45,000 --> 00:39:49,285 Bel蓹 ki, bir q蓹d蓹r h蓹l蓹 var Siz h蓹l蓹 orada almaq bilm蓹z. 746 00:39:49,285 --> 00:39:51,840 747 00:39:51,840 --> 00:39:55,360 >> B眉t眉n h眉quqlar, bu 蓹n蓹n蓹vi board oyunlar谋, 748 00:39:55,360 --> 00:39:58,560 sisteml蓹rinin bu c眉r biz Bu var olsun, bu Minimax qurmaq 749 00:39:58,560 --> 00:40:06,300 alfa-beta v蓹 ya bu alqoritml蓹r i艧 m眉蓹yy蓹n m蓹hdudiyy蓹tl蓹r var, 莽眉nki. 750 00:40:06,300 --> 00:40:08,520 Biz m眉k蓹mm蓹l m蓹lumatlar var d眉nya haqq谋nda. 751 00:40:08,520 --> 00:40:11,690 B眉t眉n par莽alar谋 oldu臒u bilirik. 752 00:40:11,690 --> 00:40:13,570 D眉nya statik deyil. 753 00:40:13,570 --> 00:40:16,220 He莽 k蓹s h蓹r蓹k蓹t olur M蓹n is蓹 蓹traf谋nda 蓹d蓹d 754 00:40:16,220 --> 00:40:20,640 M蓹nim n枚vb蓹sind蓹 alaraq d眉艧眉n眉r orada oturan. 755 00:40:20,640 --> 00:40:23,140 Diskret ki, bir h蓹r蓹k蓹t kosmik var. 756 00:40:23,140 --> 00:40:26,900 M蓹n burada piyada qoya bil蓹r, ya m蓹n burada m蓹nim piyada bil蓹r. 757 00:40:26,900 --> 00:40:30,520 M蓹n piyada qoymaq 眉莽眉n icaz蓹 al谋ram iki meydanlar谋n aras谋nda line. 758 00:40:30,520 --> 00:40:34,430 759 00:40:34,430 --> 00:40:36,520 >> V蓹 n蓹hay蓹t, t蓹dbirl蓹r deterministic var. 760 00:40:36,520 --> 00:40:39,790 M蓹n deyir蓹m ki, 蓹g蓹r bilm蓹k c蓹ngav蓹r 眉莽 qala, 761 00:40:39,790 --> 00:40:44,660 M蓹nim qala c蓹ngav蓹r q蓹d蓹r ba艧a gedir 眉莽, kimi uzun bir etibarl谋 h蓹r蓹k蓹t kimi. 762 00:40:44,660 --> 00:40:47,830 Bu bar蓹d蓹 he莽 bir qeyri-m眉蓹yy蓹nlik var. 763 00:40:47,830 --> 00:40:52,490 陌ndi daha 莽ox getm蓹k kimi oyunlar m眉xt蓹lif n枚v, 764 00:40:52,490 --> 00:40:55,960 biz bu f蓹rziyy蓹l蓹r q谋rmaq laz谋md谋r. 765 00:40:55,960 --> 00:41:00,020 >> M蓹n bir 艧ey getm蓹k 蓹g蓹r klassik video oyunlar kimi? 766 00:41:00,020 --> 00:41:04,180 Burada video bir se莽imi var Atari 2600 olan oyunlar. 767 00:41:04,180 --> 00:41:05,180 M蓹n orada n蓹 q蓹d蓹r var? 768 00:41:05,180 --> 00:41:08,440 M蓹n Frogger, Space var Invaders, T蓹l蓹 v蓹 Pac-Man. 769 00:41:08,440 --> 00:41:11,290 770 00:41:11,290 --> 00:41:14,840 N蓹 m眉hit n枚v M蓹n indi burada var? 771 00:41:14,840 --> 00:41:16,900 Bu f蓹rziyy蓹l蓹rin hans谋 M蓹n pozmaq 眉莽眉n var? 772 00:41:16,900 --> 00:41:19,410 773 00:41:19,410 --> 00:41:21,570 >> B蓹li, bu oyun as谋l谋d谋r. 774 00:41:21,570 --> 00:41:28,170 M蓹n 2600 艧ahmat oynamaq, bil蓹r onu 蓹vv蓹l kimi olacaq. 775 00:41:28,170 --> 00:41:33,020 Bu sisteml蓹rin 蓹n var d眉nya haqq谋nda tam bilik. 776 00:41:33,020 --> 00:41:36,300 Tamamil蓹 var deterministic t蓹dbirl蓹r. 777 00:41:36,300 --> 00:41:38,330 Amma ad蓹t蓹n, d眉nyan谋n art谋q statik. 778 00:41:38,330 --> 00:41:41,970 M蓹n orada oturan al谋ram is蓹 ki, g枚zl蓹m蓹, bir 艧ey h蓹r蓹k蓹t edir. 779 00:41:41,970 --> 00:41:44,320 ghosts m蓹ni almaq 眉莽眉n g蓹lir. 780 00:41:44,320 --> 00:41:46,570 蓹qr蓹b alt谋nda m蓹ni izl蓹yir. 781 00:41:46,570 --> 00:41:48,880 Space Invaders var daha s谋x v蓹 yax谋n g蓹lir. 782 00:41:48,880 --> 00:41:54,020 783 00:41:54,020 --> 00:41:55,510 Bu qar艧谋 nec蓹 ed蓹 bil蓹r? 784 00:41:55,510 --> 00:41:58,640 785 00:41:58,640 --> 00:42:02,790 >> Bir ne莽蓹 il 蓹vv蓹l, Google layih蓹 莽a臒谋rm谋艧d谋 786 00:42:02,790 --> 00:42:12,030 Onlar bir komp眉ter t蓹lim DeepMind, Proqram Atari 2600 oyun oynamaq. 787 00:42:12,030 --> 00:42:16,120 Sizc蓹 蓹g蓹r bu ciddi deyil biznes, onlar谋n 枚yr蓹nilm蓹si n蓹tic蓹l蓹ri 788 00:42:16,120 --> 00:42:19,920 bel蓹 ki, Nature d蓹rc edilmi艧dir bir n蓹艧r yaln谋z yax艧谋 789 00:42:19,920 --> 00:42:22,500 kimi b蓹lk蓹 蓹ld蓹 ed蓹 bil蓹rsiniz. 790 00:42:22,500 --> 00:42:24,340 Burada onlar h蓹yata nec蓹 var. 791 00:42:24,340 --> 00:42:29,220 >> Onlar oturdu bir alqoritm var v蓹 yaln谋z ekran giri艧 izl蓹di. 792 00:42:29,220 --> 00:42:34,080 Bu he莽 bir t蓹limat var oyun qaydalar谋 haqq谋nda. 793 00:42:34,080 --> 00:42:42,610 V蓹 bu, anlamaq 眉莽眉n idi onun hesab 蓹sas谋nda, bunu nec蓹 d蓹. 794 00:42:42,610 --> 00:42:46,560 Bu bir 艧ey istifad蓹 edil蓹n bir sistem idi m枚hk蓹ml蓹ndirilm蓹si t蓹lim 莽a臒谋r谋b. 795 00:42:46,560 --> 00:42:48,380 Ki, onun hesab baxd谋. 796 00:42:48,380 --> 00:42:51,620 Yax艧谋 bir hesab var, 蓹g蓹r, bu dedi M蓹n o 艧eyi yadda olmal谋d谋r. 797 00:42:51,620 --> 00:42:53,310 V蓹 m蓹n yen蓹 o etm蓹lidir. 798 00:42:53,310 --> 00:42:56,450 Bu pis hesab var, 蓹g蓹r, bu dedi M蓹n bir daha o 艧eyi laz谋m deyil. 799 00:42:56,450 --> 00:42:59,750 800 00:42:59,750 --> 00:43:03,430 >> Bu performans bu t蓹lim sisteml蓹rinin 801 00:43:03,430 --> 00:43:07,490 bir oynamaq 眉莽眉n icaz蓹 H蓹r oyun bir ne莽蓹 saat, 802 00:43:07,490 --> 00:43:12,490 professional oyun莽ular谋n il蓹 m眉qayis蓹. 803 00:43:12,490 --> 00:43:19,670 Olan oyunlar b眉t眉n So bu x蓹ttin sol t蓹r蓹find蓹, 804 00:43:19,670 --> 00:43:25,920 Bu self-t蓹lim komp眉ter proqram谋 professional oyun莽ular谋n outperformed. 805 00:43:25,920 --> 00:43:29,690 V蓹 h蓹r 艧ey 眉莽眉n sa臒, professional oyun莽ular谋n 806 00:43:29,690 --> 00:43:30,920 h蓹l蓹 蓹n yax艧谋 idi. 807 00:43:30,920 --> 00:43:34,040 808 00:43:34,040 --> 00:43:36,850 Bilirdi 艧ey qaydalar谋 haqq谋nda he莽 bir 艧ey ki, 809 00:43:36,850 --> 00:43:43,020 strukturu haqq谋nda he莽 bir 艧ey bilirdi oyunlar, bu etkileyici performans. 810 00:43:43,020 --> 00:43:45,660 V蓹 bu g眉n n蓹 ed蓹 ist蓹yirik edir. 811 00:43:45,660 --> 00:43:50,239 >> OK, siz dem蓹k, amma biz 蓹g蓹r oyunlar AI haqq谋nda d眉艧眉nm蓹k, 812 00:43:50,239 --> 00:43:52,530 ad蓹t蓹n biz d眉艧眉nm蓹k 艧eyi ki, biz h蓹qiq蓹t蓹n bil蓹rsiniz 813 00:43:52,530 --> 00:43:54,180 a艧a臒谋 oturmaq v蓹 qar艧谋 oynay谋r. 814 00:43:54,180 --> 00:43:58,760 M蓹n a艧a臒谋 oturmaq v蓹 m蓹n oynamaq StarCraft, v蓹 ya, Free 蓹l蓹k oynamaq 815 00:43:58,760 --> 00:44:01,870 komp眉ter opponent deyil Zerg n蓹zar蓹t adam, 816 00:44:01,870 --> 00:44:06,770 v蓹 ya dig蓹r sivilizasiyan谋n n蓹zar蓹t. 817 00:44:06,770 --> 00:44:11,920 Nec蓹 o oyun莽ular n蓹 h蓹qiq蓹t蓹n onlar谋n h蓹r蓹k蓹t tapmaq? 818 00:44:11,920 --> 00:44:18,810 >> Yax艧谋, bu oyun strukturla艧d谋r谋lm谋艧 olunur 莽ox bizim board oyunlar kimi eyni 艧蓹kild蓹, 819 00:44:18,810 --> 00:44:22,250 bu oyun alaca臒谋q kollektiv d枚rd X oyun z蓹ng 820 00:44:22,250 --> 00:44:26,040 ara艧d谋rmaq, expand-- olanlar谋 unutmaq. 821 00:44:26,040 --> 00:44:26,980 Onlar n蓹dirl蓹r? 822 00:44:26,980 --> 00:44:32,150 , Explore geni艧l蓹ndirilm蓹si v蓹 s枚nd眉rm蓹k, M蓹n son bir hesab edir蓹m. 823 00:44:32,150 --> 00:44:36,060 Lakin onlar 蓹sas蓹n ist蓹yirik k蓹艧fiyyat v蓹 f蓹th oyunlar. 824 00:44:36,060 --> 00:44:41,020 Tipik olaraq, komp眉ter opponent m蓹hdud m蓹lumatlar var. 825 00:44:41,020 --> 00:44:45,486 Onlar d蓹qiq n蓹 bilmir蓹m m眉harib蓹 ki, sis arxas谋nda gedir. 826 00:44:45,486 --> 00:44:47,735 Onlar n蓹 g枚rm蓹k almaq deyil sizin inventar var. 827 00:44:47,735 --> 00:44:50,240 828 00:44:50,240 --> 00:44:52,800 >> Dinamik bir m眉hit var. 829 00:44:52,800 --> 00:44:56,180 H蓹r 艧ey h蓹r zaman d蓹yi艧ir. 830 00:44:56,180 --> 00:45:00,290 Siz oturmaq yoxdur v蓹 Sizin h蓹r蓹k蓹t etm蓹k g枚zl蓹yin. 831 00:45:00,290 --> 00:45:02,810 Lakin 莽ox 艧ey h蓹l蓹 diskret var. 832 00:45:02,810 --> 00:45:04,200 M蓹n burada 艧蓹h蓹rin qoymaq laz谋md谋r. 833 00:45:04,200 --> 00:45:06,750 Yoxsa m蓹n burada m蓹nim 艧蓹h蓹r qoymaq laz谋md谋r. 834 00:45:06,750 --> 00:45:08,950 V蓹 h蓹r 艧ey deterministic edir. 835 00:45:08,950 --> 00:45:14,660 M蓹n dey蓹nd蓹, burada m蓹nim vahid m蓹nim vahid h蓹r蓹k蓹t Bir mane蓹 halda, burada h蓹r蓹k蓹t bird蓹n-bir蓹 836 00:45:14,660 --> 00:45:17,700 d枚vr蓹y蓹 girir. 837 00:45:17,700 --> 00:45:21,610 陌ndi ki, b眉t眉n komp眉ter deyil orada bu g眉n oyunlar. 838 00:45:21,610 --> 00:45:27,320 >> M蓹n getm蓹k v蓹 m蓹n ilk 艧蓹xs n枚v眉 oynamaq oyun, bir 艧ey Thief v蓹 ya Fallout kimi 839 00:45:27,320 --> 00:45:33,350 indi v蓹 ya Skyrim, v蓹 ya Halo, M蓹n komp眉ter opponentl蓹r var 840 00:45:33,350 --> 00:45:37,860 ki, orada ki, 莽ox f蓹rqli bir v蓹ziyy蓹t. 841 00:45:37,860 --> 00:45:40,020 Onlar yen蓹 m蓹hdud m蓹lumatlar var. 842 00:45:40,020 --> 00:45:43,420 Onlar yaln谋z bir g枚r蓹 bil蓹rsiniz bax谋m谋ndan m眉蓹yy蓹n sah蓹. 843 00:45:43,420 --> 00:45:45,180 m眉hiti h蓹l蓹 d蓹 dinamik. 844 00:45:45,180 --> 00:45:48,280 Things b眉t眉n vaxt, zaman d蓹yi艧ir. 845 00:45:48,280 --> 00:45:52,300 >> Amma indi bir 莽ox daha 莽ox davaml谋 f蓹aliyy蓹t sah蓹si. 846 00:45:52,300 --> 00:45:57,170 M蓹n yaln谋z bir peeking bil蓹r giri艧 h蓹yata az. 847 00:45:57,170 --> 00:46:00,650 V蓹 b蓹zi oyunlar, m蓹nim t蓹dbirl蓹r stoxastik var. 848 00:46:00,650 --> 00:46:04,590 Hesab edir蓹m ki, divar 眉z蓹rind蓹 tullanmaq 眉莽眉n c蓹hd almaq, amma u臒ursuz bir 艧ans var. 849 00:46:04,590 --> 00:46:08,280 850 00:46:08,280 --> 00:46:14,550 Oyun Bu n枚v yax谋n qovu艧ur v蓹 kontrollerl蓹r n枚v yax谋n 851 00:46:14,550 --> 00:46:17,330 biz robot qurmaq. 852 00:46:17,330 --> 00:46:21,050 >> Robot, biz g眉man var biz m蓹hdud m蓹lumat var. 853 00:46:21,050 --> 00:46:23,070 Biz sensorlar var ki, d眉nya haqq谋nda biz蓹. 854 00:46:23,070 --> 00:46:25,860 Biz h蓹mi艧蓹 d蓹yi艧蓹n var, dinamik m眉hit. 855 00:46:25,860 --> 00:46:30,440 Space olan biz bir d眉nya var davaml谋, daha 莽ox diskret. 856 00:46:30,440 --> 00:46:36,260 Biz c蓹hd v蓹 t蓹dbirl蓹r, onlara u臒ursuz bir 艧ans var. 857 00:46:36,260 --> 00:46:40,960 V蓹 蓹slind蓹, m眉asir oyun Sizin Halo r蓹qib 眉莽眉n kontrollerl蓹r, 858 00:46:40,960 --> 00:46:48,690 v蓹 ya Skyrim h蓹min NPCs 眉莽眉n, 蓹sas蓹n ki莽ik robot arxitekturalar谋 ax谋r. 859 00:46:48,690 --> 00:46:50,380 >> Onlar d眉nya hiss. 860 00:46:50,380 --> 00:46:52,910 Onlar d眉nyan谋n bir model qurmaq. 861 00:46:52,910 --> 00:46:57,950 Onlar bir s谋ra 蓹sas谋nda hesablamaq onlar yerin蓹 yetirm蓹k 眉莽眉n ist蓹diyiniz qol. 862 00:46:57,950 --> 00:47:03,110 Onlar 蓹sas蓹n t蓹dbirl蓹r plan谋 bildikl蓹rini edir. 863 00:47:03,110 --> 00:47:07,940 V蓹 bu eyni n枚v biz robot qurmaq sisteml蓹rinin. 864 00:47:07,940 --> 00:47:11,420 Bel蓹 ki, bu arxitekturalar谋 眉莽眉n birlikd蓹 bu geri g蓹tirm蓹k, 865 00:47:11,420 --> 00:47:14,500 莽ox vaxt eynidir. 866 00:47:14,500 --> 00:47:16,340 >> Bel蓹 ki, g枚r蓹 bil蓹rsiniz 蓹g蓹r in g枚r蓹k. 867 00:47:16,340 --> 00:47:19,210 Nin geri imkan bizim tic-tac-barmaq n眉mun蓹sidir. 868 00:47:19,210 --> 00:47:22,690 M蓹n bir ne莽蓹 xahi艧 gedir蓹m m蓹nim post-docs g蓹lm蓹k v蓹 m蓹n蓹 k枚m蓹k edir. 869 00:47:22,690 --> 00:47:26,970 Bel蓹 ki, Chen Ming v蓹 Alessandro v蓹 Olivier, u艧aqlar g蓹lm蓹k olard谋. 870 00:47:26,970 --> 00:47:32,080 871 00:47:32,080 --> 00:47:35,440 M蓹n laz谋md谋r gedir蓹m k枚n眉ll眉 bir ne莽蓹 872 00:47:35,440 --> 00:47:37,590 >> OK, m蓹n bir 蓹l q蓹d蓹r h眉ququ g枚rd眉m orada ortas谋nda. 873 00:47:37,590 --> 00:47:39,965 M蓹n蓹 bir daha salaq, kims蓹 daha b蓹lk蓹 geri. 874 00:47:39,965 --> 00:47:40,881 B眉t眉n h眉quqlar, orada. 875 00:47:40,881 --> 00:47:41,490 Q蓹d蓹r g蓹lib. 876 00:47:41,490 --> 00:47:44,190 877 00:47:44,190 --> 00:47:45,335 Oldu. 878 00:47:45,335 --> 00:47:49,490 Bel蓹 ki, a艧a臒谋 蓹hat蓹 ed蓹k. 879 00:47:49,490 --> 00:48:03,700 V蓹 u艧aqlar do臒ru g蓹lir ki, 蓹g蓹r geri Buralarda m蓹nim 眉莽眉n fantastik. 880 00:48:03,700 --> 00:48:06,580 >> Bel蓹 ki, bu Baxter adl谋 robot var. 881 00:48:06,580 --> 00:48:10,880 V蓹 Baxter bir bir robot deyil n蓹z蓹rd蓹 kommersiya platform, 882 00:48:10,880 --> 00:48:13,030 Rethink adl谋 bir 艧irk蓹t t蓹r蓹find蓹n. 883 00:48:13,030 --> 00:48:16,580 Bu robot n蓹z蓹rd蓹 tutulmu艧dur ki莽ik istehsal 眉莽眉n. 884 00:48:16,580 --> 00:48:19,265 Ancaq bu g眉n biz olacaq tic-tac-barmaq oynamaq 眉莽眉n istifad蓹 edin. 885 00:48:19,265 --> 00:48:21,930 886 00:48:21,930 --> 00:48:27,150 陌ndi bu robot da bir 艧ey deyil ki, nisb蓹t蓹n unikal var. 887 00:48:27,150 --> 00:48:32,950 M蓹n h蓹r yerd蓹 durmu艧du 脟眉nki standart zavod avtomatla艧d谋r谋lmas谋 yax谋n 888 00:48:32,950 --> 00:48:39,580 Sistem, m蓹n 莽ox m蓹zarda olar谋q t蓹hl眉k蓹si yaral谋 olunur. 889 00:48:39,580 --> 00:48:45,600 >> Baxter, lakin 眉莽眉n n蓹z蓹rd蓹 tutulmu艧dur il蓹 qar艧谋l谋ql谋 nisb蓹t蓹n t蓹hl眉k蓹siz. 890 00:48:45,600 --> 00:48:48,680 V蓹 m蓹n bu robot t蓹kan ola bil蓹r. 891 00:48:48,680 --> 00:48:52,350 V蓹 bir az ed蓹 bil蓹rsiniz Bu 蓹traf谋nda h蓹r蓹k蓹t kimi bit 莽evik. 892 00:48:52,350 --> 00:48:57,250 V蓹 m蓹n konumland谋rmak bil蓹r M蓹n ist蓹rdim harada getm蓹k 眉莽眉n. 893 00:48:57,250 --> 00:49:03,410 陌ndi normal qutusu sistemi, biz burada oynaqlar谋n bir s谋ra olard谋 894 00:49:03,410 --> 00:49:07,970 birba艧a olacaq m枚vqeyi 蓹mrl蓹ri cavab. 895 00:49:07,970 --> 00:49:13,180 Onlar m眉tl蓹q qay臒谋 deyil onlar a莽谋q hava vasit蓹sil蓹 h蓹r蓹k蓹t 蓹g蓹r, 896 00:49:13,180 --> 00:49:15,555 v蓹 ya onlar h蓹r蓹k蓹t edilmi艧dir M蓹nim ribcage vasit蓹sil蓹. 897 00:49:15,555 --> 00:49:18,410 898 00:49:18,410 --> 00:49:19,120 >> OLDU. 899 00:49:19,120 --> 00:49:22,090 V蓹 ad蓹t蓹n, 蓹g蓹r Burada s蓹naye sistemi il蓹, 900 00:49:22,090 --> 00:49:23,400 Siz yax谋n he莽 bir yerd蓹 getm蓹k olard谋. 901 00:49:23,400 --> 00:49:26,280 Sar谋 olacaq b眉t眉n 蓹traf谋nda t蓹hl眉k蓹sizlik tape. 902 00:49:26,280 --> 00:49:28,310 Bu sistem bir az f蓹rqli dizayn 903 00:49:28,310 --> 00:49:32,130 friendlier v蓹 asan olmas谋 眉莽眉n insanlar il蓹 qar艧谋l谋ql谋 眉莽眉n, 904 00:49:32,130 --> 00:49:36,380 H蓹r birg蓹 ki, bir bahar var. 905 00:49:36,380 --> 00:49:39,110 V蓹 daha 莽ox n蓹zar蓹t d蓹qiq m枚vqeyi, 906 00:49:39,110 --> 00:49:43,110 biz m眉蓹yy蓹n bir n蓹zar蓹t tork, g眉c m眉蓹yy蓹n bir m蓹bl蓹臒i, 907 00:49:43,110 --> 00:49:45,874 ki, yaz olmaq ist蓹yir蓹m ki. 908 00:49:45,874 --> 00:49:47,790 B眉t眉n h眉quqlar, bel蓹 m蓹n蓹 imkan Burada k枚n眉ll眉 almaq. 909 00:49:47,790 --> 00:49:48,540 Hi, ad谋n谋z n蓹dir? 910 00:49:48,540 --> 00:49:49,010 >> Auditoriya: Louis. 911 00:49:49,010 --> 00:49:49,635 >> HOPARL脰R: Louis. 912 00:49:49,635 --> 00:49:50,490 S蓹ni g枚rm蓹yim蓹 艧adam. 913 00:49:50,490 --> 00:49:50,990 V蓹? 914 00:49:50,990 --> 00:49:51,610 >> Auditoriya: David. 915 00:49:51,610 --> 00:49:51,960 >> HOPARL脰R: David. 916 00:49:51,960 --> 00:49:52,550 G枚r眉艧m蓹k Nice. 917 00:49:52,550 --> 00:49:54,508 Sizl蓹rin g枚zl蓹yin ist蓹yirsinizs蓹 Burada ikinci, 918 00:49:54,508 --> 00:49:56,420 M蓹n siz蓹 verm蓹k gedir蓹m bir 艧ans bunu. 919 00:49:56,420 --> 00:50:00,610 Bel蓹 ki, bu robot, siz g蓹lm蓹k v蓹 onu yum艧aq t蓹kan 蓹g蓹r, 920 00:50:00,610 --> 00:50:03,780 ki, g枚rm蓹k olacaq Bu bir az h蓹r蓹k蓹t edir. 921 00:50:03,780 --> 00:50:06,349 V蓹 sa臒 onu qapmaq 蓹g蓹r burada bil蓹k yaln谋z 922 00:50:06,349 --> 00:50:09,390 bu d眉ym蓹l蓹r, onu oldu臒u yuxar谋da Siz d眉ym蓹l蓹ri qamarlamaq laz谋md谋r kimi, g枚r眉n眉r, 923 00:50:09,390 --> 00:50:13,100 lakin 蓹v蓹zin蓹 sa臒 yuxar谋da qamarlamaq, will 莽ox yum艧aq manipulyasiya ed蓹 924 00:50:13,100 --> 00:50:14,545 kosmosda. 925 00:50:14,545 --> 00:50:15,920 Louis, siz bir c蓹hd verm蓹k ist蓹yirsiniz? 926 00:50:15,920 --> 00:50:19,465 Bel蓹 ki, yaln谋z bir az verm蓹k il蓹 ba艧lamaq 眉莽眉n bas谋n. 927 00:50:19,465 --> 00:50:23,190 V蓹 sizin barmaqlar谋n谋 qoymaq sonra 蓹g蓹r orada v蓹 ona 眉z蓹rin蓹 ke莽irilm蓹si, 928 00:50:23,190 --> 00:50:24,807 sonra sizin 眉莽眉n h蓹r蓹k蓹t ed蓹c蓹k, 莽眉nki. 929 00:50:24,807 --> 00:50:27,824 930 00:50:27,824 --> 00:50:29,365 B眉t眉n h眉quqlar, siz bir c蓹hd verm蓹k ist蓹yirsiniz? 931 00:50:29,365 --> 00:50:29,980 Q蓹d蓹r g蓹lib. 932 00:50:29,980 --> 00:50:32,300 Bel蓹 ki, yaln谋z bir inc蓹 verm蓹k ba艧lamaq 眉莽眉n var bas谋n. 933 00:50:32,300 --> 00:50:33,820 Siz kimi n蓹 hiss ed蓹 bil蓹r. 934 00:50:33,820 --> 00:50:40,060 V蓹 sonra, orada onu qapmaq 蓹g蓹r Siz 蓹traf谋nda manevr ed蓹 bil蓹rsiniz. 935 00:50:40,060 --> 00:50:41,280 >> OLDU. 936 00:50:41,280 --> 00:50:47,360 Bel蓹 ki, ad蓹t蓹n, bir robot bu c眉r olard谋 ki莽ik istehsal 眉莽眉n istifad蓹 edil蓹 bil蓹r. 937 00:50:47,360 --> 00:50:50,980 M蓹n yaln谋z bu silah h蓹r蓹k蓹t gedir蓹m bir az burada yol a艧a臒谋. 938 00:50:50,980 --> 00:50:55,750 Ancaq bu g眉n biz istifad蓹 etm蓹k olacaq eyni tic-tac-toe oyun sistemi 939 00:50:55,750 --> 00:50:59,520 Biz 蓹vv蓹ll蓹r tikilmi艧 Minimax 蓹saslan谋r. 940 00:50:59,520 --> 00:51:00,549 OLDU? 941 00:51:00,549 --> 00:51:02,340 Bel蓹 ki, u艧aqlar h蓹r biri bir oyun oynamaq 眉莽眉n gedir. 942 00:51:02,340 --> 00:51:04,210 Louis, ilk olacaq. 943 00:51:04,210 --> 00:51:05,920 M蓹n蓹 yaln谋z bir ikinci burada ke莽irilm蓹si ed蓹k. 944 00:51:05,920 --> 00:51:10,949 M蓹n siz蓹 do臒ru durmaq 眉莽眉n gedir蓹m Burada yaln谋z bel蓹 h蓹r k蓹s g枚r蓹 bil蓹rsiniz. 945 00:51:10,949 --> 00:51:11,990 U艧aqlar burada qurmaq edirsiniz? 946 00:51:11,990 --> 00:51:13,120 >> ROBOT: g蓹lmisiniz. 947 00:51:13,120 --> 00:51:15,910 Nin tic-tac-barmaq oynamaq ed蓹k. 948 00:51:15,910 --> 00:51:20,860 茝vv蓹l m枚'c眉z蓹 tutmaq etm蓹yin M蓹n 枚z n枚vb蓹sind蓹 oldu臒unu deyirl蓹r. 949 00:51:20,860 --> 00:51:22,050 M蓹n oyun ba艧lamaq. 950 00:51:22,050 --> 00:51:27,900 951 00:51:27,900 --> 00:51:28,750 Bu, m蓹nim n枚vb蓹sind蓹 edir. 952 00:51:28,750 --> 00:51:47,002 953 00:51:47,002 --> 00:51:50,210 HOPARL脰R: 陌ndi birini bil蓹r Sizin 蓹d蓹d ir蓹li getm蓹k v蓹 qoyun v蓹. 954 00:51:50,210 --> 00:51:51,446 ROBOT: Bu 枚z n枚vb蓹sind蓹 edir. 955 00:51:51,446 --> 00:51:53,430 [G眉l眉艧] 956 00:51:53,430 --> 00:51:54,836 Bu, m蓹nim n枚vb蓹sind蓹 edir. 957 00:51:54,836 --> 00:51:56,820 [G眉l眉艧] 958 00:51:56,820 --> 00:52:12,196 959 00:52:12,196 --> 00:52:15,680 [G眉l眉艧] 960 00:52:15,680 --> 00:52:16,570 Bu 枚z n枚vb蓹sind蓹 edir. 961 00:52:16,570 --> 00:52:21,397 962 00:52:21,397 --> 00:52:23,688 HOPARL脰R: insan irqi edir burada siz蓹 Louis hesablanmas谋. 963 00:52:23,688 --> 00:52:27,440 964 00:52:27,440 --> 00:52:28,350 >> ROBOT: Bu, m蓹nim n枚vb蓹sind蓹 edir. 965 00:52:28,350 --> 00:52:44,810 966 00:52:44,810 --> 00:52:47,015 >> HOPARL脰R: Bel蓹 ki, Baxter U臒urla burada ba臒lanacaq. 967 00:52:47,015 --> 00:52:49,670 968 00:52:49,670 --> 00:52:52,480 >> ROBOT: Bu 枚z n枚vb蓹sind蓹 edir. 969 00:52:52,480 --> 00:52:53,360 Bu, m蓹nim n枚vb蓹sind蓹 edir. 970 00:52:53,360 --> 00:53:14,730 971 00:53:14,730 --> 00:53:16,810 Bu 枚z n枚vb蓹sind蓹 edir. 972 00:53:16,810 --> 00:53:17,760 Bu, m蓹nim n枚vb蓹sind蓹 edir. 973 00:53:17,760 --> 00:53:21,330 974 00:53:21,330 --> 00:53:23,830 HOPARL脰R: V蓹 biz bildirin laz谋md谋r Baxter Burada son h蓹r蓹k蓹t h蓹yata tamamlay谋n. 975 00:53:23,830 --> 00:53:36,622 976 00:53:36,622 --> 00:53:39,090 >> [G眉l眉艧] 977 00:53:39,090 --> 00:53:40,480 >> ROBOT: Bu tie var. 978 00:53:40,480 --> 00:53:42,030 M蓹n n枚vb蓹ti d蓹f蓹 qazanacaq. 979 00:53:42,030 --> 00:53:43,365 >> [G眉l眉艧] 980 00:53:43,365 --> 00:53:45,210 >> HOPARL脰R: B眉t眉n sa臒, thanks 莽ox, Louis. 981 00:53:45,210 --> 00:53:46,094 T蓹艧蓹kk眉r edir蓹m. 982 00:53:46,094 --> 00:53:46,980 Bu yol getm蓹k olar. 983 00:53:46,980 --> 00:53:49,759 >> ROBOT: M蓹n oyun ba艧lamaq. 984 00:53:49,759 --> 00:53:51,800 HOPARL脰R: M蓹n蓹 izah ed蓹k Siz蓹 bir daha az 985 00:53:51,800 --> 00:53:55,410 bit biz burada qisas almaq 蓹vv蓹l. 986 00:53:55,410 --> 00:53:57,200 D蓹qiq n蓹 ba艧 verir? 987 00:53:57,200 --> 00:53:59,430 Bel蓹 ki, robot burada kamera q蓹d蓹r top var. 988 00:53:59,430 --> 00:54:01,330 V蓹 bu board a艧a臒谋 axtar谋r. 989 00:54:01,330 --> 00:54:04,470 V蓹 olub g枚r蓹n oldu Bu q谋rm谋z谋 O v蓹 ya mavi var 990 00:54:04,470 --> 00:54:10,450 v蓹 bu kimi a臒 X. yerl蓹艧dirilmi艧 almaq board ki, 蓹sas蓹n eyni giri艧 var 991 00:54:10,450 --> 00:54:13,890 biz oxu ki, Bizim ekran bizim data strukturu. 992 00:54:13,890 --> 00:54:17,290 Eyni 莽al谋艧an Minimax alqoritm olmaq 993 00:54:17,290 --> 00:54:21,010 harada tapmaq m眉mk眉n yax艧谋 m枚'c眉z蓹 yer. 994 00:54:21,010 --> 00:54:24,820 >> V蓹 sonra biz bir komanda haqq谋nda 枚t眉r眉r bir m枚'c眉z蓹 ist蓹rdim harada yerl蓹艧diril蓹c蓹k. 995 00:54:24,820 --> 00:54:26,120 silah h蓹yata h蓹r蓹k蓹t edir. 996 00:54:26,120 --> 00:54:31,750 Bu m眉raci蓹t etm蓹k vakuum tutucu istifad蓹 ed蓹r蓹k ki, taxta par莽as谋 b蓹zi suction, 997 00:54:31,750 --> 00:54:35,240 , ala sa臒 眉莽眉n h蓹r蓹k蓹t spot, sonra suction azad 998 00:54:35,240 --> 00:54:36,950 v蓹 onu burax谋n. 999 00:54:36,950 --> 00:54:38,990 B眉t眉n h眉quqlar, biz gedirik Bu, bir daha shot verm蓹k 1000 00:54:38,990 --> 00:54:40,930 Burada bir az asan oyun莽u il蓹. 1001 00:54:40,930 --> 00:54:42,290 Haz谋r edirsiniz? 1002 00:54:42,290 --> 00:54:46,150 B眉t眉n h眉quqlar, sa臒 aya臒a ets蓹niz burada a-- verm蓹k bu 艧蓹kild蓹 莽谋xmaq 1003 00:54:46,150 --> 00:54:47,955 bel蓹 ki, h蓹r k蓹s g枚r蓹 bil蓹rsiniz. 1004 00:54:47,955 --> 00:54:48,830 V蓹 sonra [i艧itilemez]. 1005 00:54:48,830 --> 00:54:49,330 >> ROBOT: Bu, m蓹nim n枚vb蓹sind蓹 edir. 1006 00:54:49,330 --> 00:54:50,455 >> HOPARL脰R: Baxter ba艧layacaq. 1007 00:54:50,455 --> 00:55:10,750 1008 00:55:10,750 --> 00:55:11,730 Bu 枚z n枚vb蓹sind蓹 edir. 1009 00:55:11,730 --> 00:55:16,490 1010 00:55:16,490 --> 00:55:17,520 Bu, m蓹nim n枚vb蓹sind蓹 edir. 1011 00:55:17,520 --> 00:55:38,740 1012 00:55:38,740 --> 00:55:39,690 Bu 枚z n枚vb蓹sind蓹 edir. 1013 00:55:39,690 --> 00:55:46,330 1014 00:55:46,330 --> 00:55:47,165 Bu, m蓹nim n枚vb蓹sind蓹 edir. 1015 00:55:47,165 --> 00:56:01,252 1016 00:56:01,252 --> 00:56:06,192 >> [G眉l眉艧] 1017 00:56:06,192 --> 00:56:08,542 >> HOPARL脰R: [WHISPERING] Just Ona ir蓹li getm蓹k v蓹 qazanmaq imkan. 1018 00:56:08,542 --> 00:56:09,500 ROBOT: Bu 枚z n枚vb蓹sind蓹 edir. 1019 00:56:09,500 --> 00:56:15,099 1020 00:56:15,099 --> 00:56:15,890 HOPARL脰R: OK. 1021 00:56:15,890 --> 00:56:20,390 1022 00:56:20,390 --> 00:56:21,360 >> ROBOT: Bu, m蓹nim n枚vb蓹sind蓹 edir. 1023 00:56:21,360 --> 00:56:24,825 1024 00:56:24,825 --> 00:56:26,805 >> [G眉l眉艧] 1025 00:56:26,805 --> 00:56:42,650 1026 00:56:42,650 --> 00:56:43,510 >> M蓹n qalib g蓹lir蓹m. 1027 00:56:43,510 --> 00:56:45,620 >> [G眉l眉艧] 1028 00:56:45,620 --> 00:56:46,595 >> M蓹n oyun ba艧lamaq. 1029 00:56:46,595 --> 00:56:48,261 >> HOPARL脰R: B眉t眉n sa臒, 莽ox t蓹艧蓹kk眉r edir蓹m. 1030 00:56:48,261 --> 00:56:50,180 1031 00:56:50,180 --> 00:56:55,590 B眉t眉n h眉quqlar, biz 眉莽眉n vaxt var hesab edir蓹m ki, daha bir 蓹la tic-tac-barmaq player, 1032 00:56:55,590 --> 00:57:00,490 Bu 艧ey qoya bil蓹r kims蓹 onlar edirik n蓹 bilir, uy臒un. 1033 00:57:00,490 --> 00:57:03,010 >> [G眉l眉艧] 1034 00:57:03,010 --> 00:57:05,560 >> Kim burada 莽empion olacaq? 1035 00:57:05,560 --> 00:57:08,110 B眉t眉n h眉quqlar, sizin dost siz蓹 k枚n眉ll眉. 1036 00:57:08,110 --> 00:57:11,190 Bu m蓹nim 眉莽眉n kifay蓹t q蓹d蓹r yax艧谋. 1037 00:57:11,190 --> 00:57:12,194 Yenid蓹n m蓹n蓹 ad谋n谋 deyin. 1038 00:57:12,194 --> 00:57:12,860 Auditoriya: Tamir. 1039 00:57:12,860 --> 00:57:14,193 HOPARL脰R: Tamir, g枚rm蓹k g枚z蓹l. 1040 00:57:14,193 --> 00:57:19,270 B眉t眉n h眉quqlar, yen蓹 biz sizi olacaq burada up bel蓹 h蓹r k蓹s g枚r蓹 bil蓹rsiniz. 1041 00:57:19,270 --> 00:57:22,070 Siz bizim n眉may蓹nd蓹si 陌ndi bu mat莽da. 1042 00:57:22,070 --> 00:57:24,540 Baxter bir v蓹 oh v蓹 oh edir. 1043 00:57:24,540 --> 00:57:26,300 V蓹 ya sorry, bir oh v蓹 bir. 1044 00:57:26,300 --> 00:57:27,490 V蓹 burada siz蓹 var. 1045 00:57:27,490 --> 00:57:29,340 Baxter baxmayaraq ki, ilk h蓹r蓹k蓹t etm蓹k olacaq. 1046 00:57:29,340 --> 00:57:30,435 Bel蓹 ki. 1047 00:57:30,435 --> 00:57:31,310 ROBOT: Bu, m蓹nim n枚vb蓹sind蓹 edir. 1048 00:57:31,310 --> 00:57:45,226 1049 00:57:45,226 --> 00:57:48,208 >> [G眉l眉艧] 1050 00:57:48,208 --> 00:57:52,720 1051 00:57:52,720 --> 00:57:55,780 >> Bu 枚z n枚vb蓹sind蓹 edir. 1052 00:57:55,780 --> 00:57:56,845 Bu, m蓹nim n枚vb蓹sind蓹 edir. 1053 00:57:56,845 --> 00:58:18,130 1054 00:58:18,130 --> 00:58:18,965 Bu 枚z n枚vb蓹sind蓹 edir. 1055 00:58:18,965 --> 00:58:28,751 1056 00:58:28,751 --> 00:58:30,248 Bu, m蓹nim n枚vb蓹sind蓹 edir. 1057 00:58:30,248 --> 00:58:51,210 1058 00:58:51,210 --> 00:58:52,160 Bu 枚z n枚vb蓹sind蓹 edir. 1059 00:58:52,160 --> 00:59:00,854 1060 00:59:00,854 --> 00:59:03,365 >> [G眉l眉艧] 1061 00:59:03,365 --> 00:59:04,240 ROBOT: Bu, m蓹nim n枚vb蓹sind蓹 edir. 1062 00:59:04,240 --> 00:59:06,930 HOPARL脰R: Bu zaman bir 莽ox 莽蓹tindir Siz burada insanlar q蓹d蓹r dayan谋r谋q. 1063 00:59:06,930 --> 00:59:19,400 1064 00:59:19,400 --> 00:59:21,840 [G眉l眉艧] 1065 00:59:21,840 --> 00:59:26,730 1066 00:59:26,730 --> 00:59:29,054 ROBOT: Siz insanlar d枚ym蓹k 眉莽眉n asand谋r. 1067 00:59:29,054 --> 00:59:30,803 [G眉l眉艧 v蓹 alq谋艧larla] 1068 00:59:30,803 --> 00:59:31,886 HOPARL脰R: 脟ox t蓹艧蓹kk眉r edirik. 1069 00:59:31,886 --> 00:59:34,692 ROBOT: M蓹n qazanmaq. 1070 00:59:34,692 --> 00:59:35,400 M蓹n oyun ba艧lamaq. 1071 00:59:35,400 --> 00:59:39,500 >> HOPARL脰R: B眉t眉n sa臒, bel蓹 thanks 莽ox Olivier 莽ox, v蓹 Alessandro, 1072 00:59:39,500 --> 00:59:41,616 v蓹 Chen Ming 眉莽眉n. 1073 00:59:41,616 --> 00:59:45,600 >> [Alq谋艧] 1074 00:59:45,600 --> 00:59:47,040 >> M蓹n son bir point etm蓹k ist蓹yir蓹m. 1075 00:59:47,040 --> 00:59:51,630 脟ox da Baxter So cheated, orada son. 1076 00:59:51,630 --> 00:59:54,160 1077 00:59:54,160 --> 00:59:56,310 V蓹 g枚zl蓹nilm蓹z oldu. 1078 00:59:56,310 --> 01:00:00,440 Fantastik biri QQ haqq谋nda h蓹r 艧eyi ki, biz deyil 1079 01:00:00,440 --> 01:00:05,070 biz in艧a ed蓹 bil蓹rsiniz, bel蓹 ki, AI i艧 h蓹qiq蓹t蓹n maraql谋 v蓹 a臒谋ll谋 1080 01:00:05,070 --> 01:00:06,930 cihazlar. 1081 01:00:06,930 --> 01:00:10,130 Amma biz d蓹 AI i艧 Bu biz蓹 bir 艧ey deyir, 莽眉nki 1082 01:00:10,130 --> 01:00:13,940 haqq谋nda insanlar a臒谋ll谋. 1083 01:00:13,940 --> 01:00:17,280 >> Sevimli One M蓹nim laboratoriya i艧l蓹ri var 1084 01:00:17,280 --> 01:00:23,660 ne olur axtar谋r ma艧谋n g枚zl蓹nilm蓹d蓹n f谋r谋ldaq莽谋. 1085 01:00:23,660 --> 01:00:27,070 Biz ilk bu olmad谋 Baxter, tic-tac-barmaq oynayan 1086 01:00:27,070 --> 01:00:30,340 lakin Nao adl谋 ki莽ik robot il蓹, rok-ka臒谋z-qay莽谋 ifa ed蓹n. 1087 01:00:30,340 --> 01:00:33,010 1088 01:00:33,010 --> 01:00:35,800 V蓹 b蓹z蓹n sonra 莽ox v蓹 莽ox oynayan 1089 01:00:35,800 --> 01:00:41,580 rok-ka臒谋z-qay莽谋 oyun qazma, robot, bir jest atmaq olard谋 1090 01:00:41,580 --> 01:00:48,616 itirm蓹k, sonra bird蓹n-bir蓹 d蓹yi艧蓹 onun jest v蓹 m蓹n qazanmaq, deyirl蓹r. 1091 01:00:48,616 --> 01:00:50,480 >> [G眉l眉艧] 1092 01:00:50,480 --> 01:00:56,090 >> 陌ndi b蓹z蓹n biz d蓹 robot var ediyorum Yaln谋z bir n蓹zar蓹t kimi, bir jest atmaq 1093 01:00:56,090 --> 01:01:01,270 qazanmaq v蓹 onun jest d蓹yi艧蓹 mat莽谋 atmaq, itirm蓹k, 1094 01:01:01,270 --> 01:01:04,070 itirm蓹k 眉莽眉n f谋r谋ldaq莽谋. 1095 01:01:04,070 --> 01:01:07,540 V蓹 t蓹xmin蓹n kimi m蓹cburedici deyil. 1096 01:01:07,540 --> 01:01:09,890 hileler robot insanlar谋 qazanmaq 眉莽眉n 1097 01:01:09,890 --> 01:01:14,660 bu kimi cavab h蓹yata kimi, onlar谋 almaq 眉莽眉n 1098 01:01:14,660 --> 01:01:17,690 f蓹al m蓹hv axtar谋r. 1099 01:01:17,690 --> 01:01:19,210 >> [G眉l眉艧] 1100 01:01:19,210 --> 01:01:20,990 >> Bu agent olur. 1101 01:01:20,990 --> 01:01:21,840 Bu bir 艧蓹xs kimi. 1102 01:01:21,840 --> 01:01:23,970 Bu inam v蓹 niyy蓹ti var. 1103 01:01:23,970 --> 01:01:27,470 V蓹 yax艧谋 niyy蓹t deyil. 1104 01:01:27,470 --> 01:01:33,790 V蓹 robot ki sal谋r Oyun yaln谋z malfunctioning edir. 1105 01:01:33,790 --> 01:01:36,990 Bu, sad蓹c蓹 bir broken cihaz var. 1106 01:01:36,990 --> 01:01:41,405 M蓹n蓹 n眉mun蓹l蓹ri bir ne莽蓹 g枚st蓹rm蓹k bildirin Bizim i艧tirak莽谋lar谋 bir ne莽蓹 olan ki. 1107 01:01:41,405 --> 01:01:43,990 1108 01:01:43,990 --> 01:01:45,600 Bel蓹 ki, burada itirm蓹k 眉莽眉n aldad谋c谋 var. 1109 01:01:45,600 --> 01:01:46,266 >> [Video playback] 1110 01:01:46,266 --> 01:01:47,010 - [I艧itilemez] qazanmaq. 1111 01:01:47,010 --> 01:01:49,550 G蓹l oynayaq. 1112 01:01:49,550 --> 01:01:50,538 >> G枚zl蓹yin, n蓹? 1113 01:01:50,538 --> 01:01:54,490 1114 01:01:54,490 --> 01:01:55,352 >> - [I艧itilemez] qazanmaq. 1115 01:01:55,352 --> 01:01:58,280 G蓹l oynayaq. 1116 01:01:58,280 --> 01:01:59,400 >> [I艧itilemez] qazanmaq. 1117 01:01:59,400 --> 01:02:02,290 G蓹l oynayaq. 1118 01:02:02,290 --> 01:02:05,490 >> HOPARL脰R: Burada v蓹 qazanmaq 眉莽眉n aldad谋c谋 oldu. 1119 01:02:05,490 --> 01:02:06,438 >> B蓹li, m蓹n qazanmaq. 1120 01:02:06,438 --> 01:02:07,394 G蓹l oynayaq. 1121 01:02:07,394 --> 01:02:08,828 >> -Siz Bunu ed蓹 bilm蓹z. 1122 01:02:08,828 --> 01:02:10,740 >> [G眉l眉艧] 1123 01:02:10,740 --> 01:02:12,174 1124 01:02:12,174 --> 01:02:13,979 >> B蓹li, m蓹n qazanmaq. 1125 01:02:13,979 --> 01:02:14,520 -Siz Cheated. 1126 01:02:14,520 --> 01:02:17,990 1127 01:02:17,990 --> 01:02:20,010 陌ndi cheated. 1128 01:02:20,010 --> 01:02:21,140 >> B蓹li, m蓹n qazanmaq. 1129 01:02:21,140 --> 01:02:22,940 >> -Hey, Siz k蓹l蓹kbaz. 1130 01:02:22,940 --> 01:02:26,670 Siz super etm蓹k f谋r谋ldaq莽谋. 1131 01:02:26,670 --> 01:02:27,650 >> [END playback] 1132 01:02:27,650 --> 01:02:31,130 >> HOPARL脰R: Bu m眉xt蓹lif s眉r蓹tl蓹 reaksiyalar 1133 01:02:31,130 --> 01:02:34,890 cihaz bizim qavray谋艧 d蓹yi艧ir. 1134 01:02:34,890 --> 01:02:36,780 Ki, o dem蓹kdirmi ki, biz q蓹sd蓹n qurmaq 1135 01:02:36,780 --> 01:02:40,370 ki, 莽眉nki f谋r谋ldaq莽谋 ma艧谋nlar Biz n蓹 ed蓹 蓹n yax艧谋 m眉h蓹ndislik? 1136 01:02:40,370 --> 01:02:44,680 Xeyr, bu, biz蓹 bir 艧ey deyir insanlar haqq谋nda h蓹qiq蓹t蓹n maraql谋. 1137 01:02:44,680 --> 01:02:49,710 Sizi v蓹 hileler 艧ey Sizin q蓹l蓹b蓹 steals ki, var 1138 01:02:49,710 --> 01:02:53,660 diri-diri bir 艧ey ki, var ki, siz almaq 眉莽眉n h蓹yata var, diri. 1139 01:02:53,660 --> 01:02:54,680 Bu ruhi d枚vl蓹t var. 1140 01:02:54,680 --> 01:02:55,400 Bu inam var. 1141 01:02:55,400 --> 01:02:57,170 Bu niyy蓹ti var. 1142 01:02:57,170 --> 01:03:01,540 >> 茝ll蓹ri 艧ey Siz蓹 oyun deyil. 1143 01:03:01,540 --> 01:03:04,670 Bu yaln谋z malfunctioning var. 1144 01:03:04,670 --> 01:03:08,900 Bu niy蓹 bu, bir 莽ox yollarla deyil U艧aqlar il蓹 oyun atmaq asan. 1145 01:03:08,900 --> 01:03:12,050 Amma onlara f谋r谋ldaq莽谋 眉莽眉n c蓹hd v蓹 sort q蓹l蓹b蓹 iddia 1146 01:03:12,050 --> 01:03:15,200 Siz bildiyiniz halda, yaln谋z q谋saltmaq 眉莽眉n oyun, onlar hemen siz蓹 tutmaq laz谋md谋r. 1147 01:03:15,200 --> 01:03:19,040 1148 01:03:19,040 --> 01:03:23,140 T蓹siri bu c眉r ki, Biz AI 莽谋xan bax 1149 01:03:23,140 --> 01:03:26,490 Onlar biz蓹 枚z眉m眉z haqq谋nda 莽ox 枚yr蓹tm蓹k. 1150 01:03:26,490 --> 01:03:28,076 >> Bu g眉n 眉莽眉n b眉t眉n sa臒,. 1151 01:03:28,076 --> 01:03:30,450 David v蓹 莽ox Thanks Harvard istehsal komanda 1152 01:03:30,450 --> 01:03:32,350 enir 眉莽眉n. 1153 01:03:32,350 --> 01:03:33,820 >> [Alq谋艧] 1154 01:03:33,820 --> 01:03:36,760 1155 01:03:36,760 --> 01:03:41,840 >> Biz viktorina biri g枚r眉rs眉n眉z v蓹 sonra son bir m眉hazir蓹 眉莽眉n. 1156 01:03:41,840 --> 01:03:43,025 G眉n眉n u臒urlu ke莽sin. 1157 01:03:43,025 --> 01:03:44,965 >> [Alq谋艧] 1158 01:03:44,965 --> 01:03:48,360 1159 01:03:48,360 --> 01:03:51,825 >> [MUSIC PLAYING] 1160 01:03:51,825 --> 01:03:54,950 DAVID J Malan: B蓹li, biz y蓹qin ki, ehtiyac 艧ifreleme bir n枚v t蓹qdim etm蓹k, 1161 01:03:54,950 --> 01:03:55,450 sa臒? 1162 01:03:55,450 --> 01:03:58,650 Sonra ba艧l谋qlar谋n谋 脟眉nki Bu HTTP sor臒u olacaq 1163 01:03:58,650 --> 01:04:01,530 ki, Pi艧mi艧 h蓹r k蓹s trafik iyl蓹m蓹k 眉莽眉n 莽al谋艧谋r谋q 1164 01:04:01,530 --> 01:04:03,400 h蓹qiq蓹t蓹n, onlara g枚rm蓹k m眉mk眉n olmayacaq. 1165 01:04:03,400 --> 01:04:05,254 Bel蓹 ki, bu problemin h蓹lli n蓹dir? 1166 01:04:05,254 --> 01:04:07,920 Yax艧谋, biz, h蓹qiq蓹t蓹n, t蓹qdim etm蓹k laz谋md谋r formula daxil 艧ifreleme, 1167 01:04:07,920 --> 01:04:11,010 h蓹min 艧蓹xs olduqda, bel蓹 ki, B A-dan m蓹lumatlar谋n 枚t眉r眉lm蓹si, 1168 01:04:11,010 --> 01:04:12,390 biz t蓹hl眉k蓹siz send-- bil蓹r 1169 01:04:12,390 --> 01:04:14,590 >> [G眉l眉艧] 1170 01:04:14,590 --> 01:04:19,530 >> bir 艧蓹kild蓹 m蓹lumat ver蓹n r蓹qib, 蓹slind蓹, bunu g枚rm蓹k bilm蓹z.