04 Incognito Stream in Horizon 2

Episode 4 January 18, 2023 00:56:26
04 Incognito Stream in Horizon 2
Thumbs United Streams
04 Incognito Stream in Horizon 2

Jan 18 2023 | 00:56:26

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Show Notes

Originally Recorded 1-14-2022

Today we discus the Machine Learning (AI) with Neo, Neo X, Facebook OPT and Google Pegasus models as well as AI artwork interpretations

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Episode Transcript

1 0:00:00,000 --> 0:00:08,820 hello hello this is thumbs united we're 2 0:00:08,820 --> 0:00:14,790 doing just kenner running around in horizon 3 0:00:14,790 --> 0:00:17,910 two i got is a while ago 4 0:00:17,910 --> 0:00:21,720 it was before they head my as 5 0:00:21,720 --> 0:00:25,530 a game pass ultimate they have games 6 0:00:25,530 --> 0:00:27,883 as gold were once a month they 7 0:00:27,952 --> 0:00:29,640 give you three games were free and 8 0:00:29,640 --> 0:00:31,020 so this was one of omega for 9 0:00:31,020 --> 0:00:33,210 free and so i thought i lost 10 0:00:33,210 --> 0:00:35,154 it this is a long time ago 11 0:00:35,154 --> 0:00:39,759 i thought i lost it i thought 12 0:00:39,759 --> 0:00:43,800 i lost it because i deleted it 13 0:00:43,800 --> 0:00:46,800 from know experts expect they had not 14 0:00:46,800 --> 0:00:48,390 that much space but then i went 15 0:00:48,390 --> 0:00:51,300 to and start again can find anywhere 16 0:00:51,840 --> 0:00:54,570 so they really can offer skated it 17 0:00:54,990 --> 0:00:56,580 there was like a cup you could 18 0:00:56,700 --> 0:00:59,310 go directly to the store and download 19 0:00:59,310 --> 0:01:01,470 it that wasn't the problem but if 20 0:01:01,470 --> 0:01:05,880 you looked like purchased games or games 21 0:01:05,880 --> 0:01:08,070 with gold it was just like completely 22 0:01:08,100 --> 0:01:15,420 disappeared sir sometimes hannah they just don't 23 0:01:15,420 --> 0:01:20,790 want you to find it but the 24 0:01:20,790 --> 0:01:23,430 guy back and then has actually gonna 25 0:01:23,430 --> 0:01:26,520 do horizon three was setting up yesterday 26 0:01:26,520 --> 0:01:28,920 i downloaded it and everything as at 27 0:01:28,929 --> 0:01:30,360 her this is weird i figured it 28 0:01:30,360 --> 0:01:31,890 was like the same thing or they're 29 0:01:31,890 --> 0:01:34,740 like to take anyone where it is 30 0:01:35,370 --> 0:01:37,320 because you want people to buy horizon 31 0:01:37,380 --> 0:01:42,120 five or minimum for and so i 32 0:01:42,120 --> 0:01:45,240 downloaded it was like fifty gigs and 33 0:01:45,240 --> 0:01:46,500 then i gotta play it because i 34 0:01:46,500 --> 0:01:48,300 figured maybe it's part game past they 35 0:01:48,300 --> 0:01:50,940 just don't advertise it as i could 36 0:01:50,940 --> 0:01:52,200 you buy the game and as like 37 0:01:52,200 --> 0:01:54,960 now so they have fine ago by 38 0:01:54,960 --> 0:01:57,160 the game and no you can't purchase 39 0:01:57,160 --> 0:02:00,210 that they were discontinued it it reach 40 0:02:00,210 --> 0:02:03,720 end of life and so you can 41 0:02:03,720 --> 0:02:05,190 still down or it you just can't 42 0:02:05,220 --> 0:02:08,520 pay play it unless he already paid 43 0:02:08,520 --> 0:02:11,100 for it in the past and so 44 0:02:11,580 --> 0:02:15,270 because i'm old school in my ex 45 0:02:15,270 --> 0:02:17,370 bucks or an s has a disk 46 0:02:17,370 --> 0:02:20,490 drive i bought a copy of for 47 0:02:20,520 --> 0:02:22,920 the horizon three they didn't say it 48 0:02:22,920 --> 0:02:25,350 was used which i don't care it 49 0:02:25,440 --> 0:02:27,750 i usually buy used games but it 50 0:02:27,750 --> 0:02:29,640 was like nineteen dollars so i'm getting 51 0:02:29,640 --> 0:02:33,330 the desk and then i get hacked 52 0:02:33,330 --> 0:02:35,340 it but the desk in does even 53 0:02:35,340 --> 0:02:36,720 read from the desk because it says 54 0:02:36,720 --> 0:02:41,154 oh you got it from ha here 55 0:02:41,154 --> 0:02:46,440 you have downloaded say headset so i 56 0:02:46,440 --> 0:02:48,060 was my goal is to do like 57 0:02:48,060 --> 0:02:50,130 all the horizons we did horizon five 58 0:02:50,160 --> 0:02:53,130 first but now we'll go back and 59 0:02:53,130 --> 0:02:55,560 do horizon three which i've never played 60 0:02:55,560 --> 0:02:58,110 before i've only done the demo and 61 0:02:58,110 --> 0:03:01,613 there now as or an hour during 62 0:03:01,620 --> 0:03:04,710 horizon to answer then or do horizon 63 0:03:04,714 --> 0:03:33,480 three and four i'm a little i'm 64 0:03:33,480 --> 0:03:35,430 a little messed up my messed up 65 0:03:35,430 --> 0:03:40,260 and headed by tired my life was 66 0:03:40,260 --> 0:03:43,290 a lie i'm doing a lotta astrophotography 67 0:03:43,890 --> 0:03:48,120 and hard because usually in winter like 68 0:03:48,120 --> 0:03:51,390 yeah there's clouds but when nurse sky 69 0:03:51,390 --> 0:03:54,990 is clear it's like really clear and 70 0:03:54,990 --> 0:03:57,390 there's a very little community like you 71 0:03:57,390 --> 0:04:00,660 can see you know tennis stars at 72 0:04:00,660 --> 0:04:03,000 the naked eye and that has not 73 0:04:03,000 --> 0:04:06,300 been the case as winter i've been 74 0:04:06,300 --> 0:04:07,770 able to go out and get pictures 75 0:04:07,770 --> 0:04:12,420 of stars funding once in december and 76 0:04:12,420 --> 0:04:17,310 then so far twice and all of 77 0:04:17,310 --> 0:04:20,640 chain as there's never a good especially 78 0:04:20,640 --> 0:04:23,910 since i invested more natural photography gear 79 0:04:26,730 --> 0:04:33,630 but b s or last night as 80 0:04:33,632 --> 0:04:35,370 was to be a big night or 81 0:04:35,370 --> 0:04:41,389 as gonna shoot all night live and 82 0:04:41,389 --> 0:04:45,703 in there now to to to do 83 0:04:45,780 --> 0:04:57,150 this and so i set up everything 84 0:04:57,150 --> 0:04:59,880 last night yeah to do this thing 85 0:04:59,880 --> 0:05:02,310 with father alignment are you have to 86 0:05:02,310 --> 0:05:07,920 aim the tripod base and has kind 87 0:05:07,920 --> 0:05:11,010 of this a special head of that 88 0:05:11,010 --> 0:05:13,050 votes the tripod the hosts the camera 89 0:05:14,670 --> 0:05:17,730 and it rotates the camera with the 90 0:05:17,730 --> 0:05:20,880 rotation of the earth so even though 91 0:05:20,910 --> 0:05:22,860 it's rotating it's looking at the exact 92 0:05:22,860 --> 0:05:25,710 same stars and this night sky turns 93 0:05:26,460 --> 0:05:27,990 so in order to get it to 94 0:05:27,990 --> 0:05:30,810 rotate at the right green you have 95 0:05:30,810 --> 0:05:34,320 to aim it at the at the 96 0:05:34,320 --> 0:05:36,930 celestial north korean so it's not just 97 0:05:36,930 --> 0:05:38,400 that have to aim at north but 98 0:05:38,400 --> 0:05:39,660 you have to tilted up at the 99 0:05:39,660 --> 0:05:42,210 right degree have totted up at your 100 0:05:42,210 --> 0:05:44,700 longitude and then you actually aim it 101 0:05:44,790 --> 0:05:47,340 if you're in the northern hemisphere you 102 0:05:47,374 --> 0:05:50,130 aim it at the north star polaris 103 0:05:51,060 --> 0:05:54,990 and then the more accurate you aim 104 0:05:54,990 --> 0:05:58,290 it at for theirs in the smoother 105 0:05:58,290 --> 0:06:00,360 and better you are shots will be 106 0:06:01,410 --> 0:06:03,090 and so the whole point of it 107 0:06:03,150 --> 0:06:04,830 is so that one can set up 108 0:06:04,830 --> 0:06:07,830 your tripod to do like exposures and 109 0:06:07,830 --> 0:06:10,980 it will stay pointed at the right 110 0:06:10,980 --> 0:06:14,091 started of okay anybody star trails is 111 0:06:14,091 --> 0:06:15,840 if you do a long exposure at 112 0:06:15,840 --> 0:06:18,750 the night like the planet rotates faster 113 0:06:18,750 --> 0:06:20,700 than you think and so you get 114 0:06:20,700 --> 0:06:22,950 like motion blur effects on the stars 115 0:06:22,950 --> 0:06:24,960 and everything if you go longer than 116 0:06:24,960 --> 0:06:27,990 like five seconds on a regular check 117 0:06:27,990 --> 0:06:30,870 by so this fixes and and then 118 0:06:30,870 --> 0:06:32,340 what i'm doing now as i'm getting 119 0:06:32,340 --> 0:06:37,860 into stalking where you take the thousand 120 0:06:37,860 --> 0:06:41,310 or two thousand photos have a short 121 0:06:41,310 --> 0:06:44,190 time at five or six seconds and 122 0:06:44,190 --> 0:06:45,960 then in the computer and alliance or 123 0:06:45,968 --> 0:06:51,270 thousand photos and it combines that into 124 0:06:51,270 --> 0:06:53,790 a century it if it's like a 125 0:06:53,803 --> 0:06:56,370 thousand photos and it took an hour 126 0:06:56,370 --> 0:06:57,510 and a half to do it and 127 0:06:57,510 --> 0:06:59,730 it's like an hour and a half 128 0:06:59,730 --> 0:07:05,430 exposure and then and so the advantage 129 0:07:05,430 --> 0:07:06,900 of that is if you did like 130 0:07:06,900 --> 0:07:08,730 an hour and a half long exposure 131 0:07:09,420 --> 0:07:11,400 and like a cloud came in that 132 0:07:11,400 --> 0:07:13,530 would ruin your shirt or if you 133 0:07:13,530 --> 0:07:14,908 did hour and half and them and 134 0:07:14,910 --> 0:07:18,630 are like a couple of planes that 135 0:07:18,630 --> 0:07:20,610 flew across that would ruin your shot 136 0:07:21,600 --> 0:07:22,980 and so doing it and the five 137 0:07:22,984 --> 0:07:29,010 second chunks you can actually take out 138 0:07:29,010 --> 0:07:30,840 the photos there are a good like 139 0:07:30,870 --> 0:07:32,671 clark came in there was a plane 140 0:07:32,671 --> 0:07:36,360 that lens flare or something and so 141 0:07:36,360 --> 0:07:38,880 then it doesn't really affect the it 142 0:07:38,880 --> 0:07:40,800 affects the final image and that it 143 0:07:40,800 --> 0:07:49,320 will be clear and better looking let's 144 0:07:49,341 --> 0:07:52,410 i said i hope i have to 145 0:07:52,410 --> 0:07:57,120 lean on our two mounts astrophotography month 146 0:07:57,127 --> 0:07:59,610 since i got them polar aligned and 147 0:07:59,610 --> 0:08:02,040 everything it was like perfectly stars were 148 0:08:02,190 --> 0:08:03,641 out but i was going to a 149 0:08:03,641 --> 0:08:06,600 little bit longer tag the constellations i 150 0:08:06,600 --> 0:08:10,230 wanted we're not or not out yet 151 0:08:12,840 --> 0:08:14,295 so than the clouds came in as 152 0:08:14,310 --> 0:08:18,510 i this is fine cause the the 153 0:08:18,510 --> 0:08:26,656 weather report was ah the weather report 154 0:08:26,670 --> 0:08:28,290 was that it was going to your 155 0:08:29,220 --> 0:08:31,500 get cloudy around ten and and eleven 156 0:08:31,500 --> 0:08:34,650 only be clear and anxious the clouds 157 0:08:34,650 --> 0:08:36,360 narrow on away and well as a 158 0:08:36,360 --> 0:08:37,770 kid on the map it was like 159 0:08:38,160 --> 0:08:39,751 there was a patch or clouds that 160 0:08:39,751 --> 0:08:42,600 was just directly of my house not 161 0:08:42,600 --> 0:08:44,070 moving at all the rest of the 162 0:08:44,070 --> 0:08:49,350 city had a clear sky just not 163 0:08:49,350 --> 0:09:02,280 me hi to say cause best stations 164 0:09:04,710 --> 0:09:10,560 in excess science i waited up all 165 0:09:10,560 --> 0:09:23,910 night and i was like her where 166 0:09:23,910 --> 0:09:25,320 did all night where they are the 167 0:09:25,320 --> 0:09:30,960 clouds or disappear ag yeah twelve and 168 0:09:30,960 --> 0:09:33,060 then the report was and will disappear 169 0:09:33,060 --> 0:09:37,260 it at one am and same waiting 170 0:09:38,280 --> 0:09:40,710 and then then came and they were 171 0:09:40,710 --> 0:09:42,420 still there that were just sitting there 172 0:09:43,590 --> 0:09:46,260 and then there are like three and 173 0:09:46,260 --> 0:09:48,810 then at four am and nurse and 174 0:09:48,810 --> 0:09:51,360 wow this is it i have to 175 0:09:51,360 --> 0:09:53,670 pack up and so i mean like 176 0:09:53,670 --> 0:09:55,410 this little hut is not little it 177 0:09:55,448 --> 0:10:00,210 six feet by seven feet at six 178 0:10:00,210 --> 0:10:02,070 feet by six feet by seven feet 179 0:10:03,760 --> 0:10:05,590 and i said at my computer in 180 0:10:05,590 --> 0:10:08,080 their to do the telescope in everything 181 0:10:11,260 --> 0:10:14,590 and it a tour that down but 182 0:10:14,590 --> 0:10:16,330 it was like a little windy so 183 0:10:16,330 --> 0:10:19,805 kept blowing my structure over it's built 184 0:10:19,810 --> 0:10:21,580 at a pvc him and has a 185 0:10:21,580 --> 0:10:25,030 tarp and everything just for me no 186 0:10:25,150 --> 0:10:29,830 protection for wind and light rain so 187 0:10:29,830 --> 0:10:33,070 they kept blowing over said today it's 188 0:10:33,070 --> 0:10:35,950 post to be completely clear lake right 189 0:10:35,950 --> 0:10:38,350 now it's clear and all night says 190 0:10:38,350 --> 0:10:39,790 coast is clear so i believe it 191 0:10:39,880 --> 0:10:42,640 or little noisy drive a toss about 192 0:10:42,730 --> 0:10:44,410 and then be going out tonight same 193 0:10:44,410 --> 0:10:47,290 way they do some of the friends 194 0:10:47,350 --> 0:10:49,330 so if you beat them be sure 195 0:10:49,330 --> 0:10:50,710 to tell him the a study speech 196 0:10:53,200 --> 0:10:57,670 are you ready ready the horizon hates 197 0:10:58,750 --> 0:11:01,990 three festival was back ticket to the 198 0:11:01,990 --> 0:11:04,180 road trip of your life the road 199 0:11:04,180 --> 0:11:13,030 trip of my life fan so i 200 0:11:13,030 --> 0:11:18,220 ordered i bought some steaks to put 201 0:11:18,220 --> 0:11:19,420 in the ground to hold it up 202 0:11:20,320 --> 0:11:22,600 as going into the celebrity pvc you 203 0:11:22,690 --> 0:11:28,985 like reinforcement thing but at the same 204 0:11:28,985 --> 0:11:31,480 just go basic and do a steak 205 0:11:31,510 --> 0:11:34,840 system did you get from blowing over 206 0:11:35,650 --> 0:11:37,570 i've set it up wave five times 207 0:11:37,570 --> 0:11:39,910 before and i've never had a problem 208 0:11:40,450 --> 0:11:42,880 but it also wasn't the windy at 209 0:11:42,880 --> 0:12:19,570 all doing it doing it that respect 210 0:12:22,780 --> 0:12:25,480 i used to be such a huge 211 0:12:26,470 --> 0:12:28,330 need for speed fan out as they 212 0:12:28,360 --> 0:12:38,860 need for speed forever and now i 213 0:12:38,860 --> 0:13:03,820 do like forza non stop change oh 214 0:13:03,910 --> 0:13:12,580 it was funny my family and i 215 0:13:12,580 --> 0:13:15,550 celebrate epiphany and so he put the 216 0:13:15,551 --> 0:13:17,140 shoe under a tree and i we 217 0:13:17,140 --> 0:13:20,897 get gifts i usually like little gifts 218 0:13:20,897 --> 0:13:23,260 the chocolate and and things like that 219 0:13:24,430 --> 0:13:26,230 i usually get like a march pan 220 0:13:27,430 --> 0:13:29,800 pickers or something the pig is forget 221 0:13:29,800 --> 0:13:35,410 that the it too they share my 222 0:13:35,410 --> 0:13:38,162 market esa is pretty fun and as 223 0:13:38,162 --> 0:13:41,530 she got us time she calls them 224 0:13:41,530 --> 0:13:43,840 scratchy is as it i think they're 225 0:13:43,840 --> 0:13:47,500 called scratches it called scratch offs and 226 0:13:47,620 --> 0:13:49,510 like maybe as a british thing record 227 0:13:49,510 --> 0:13:54,520 scratches but my sisters and i got 228 0:13:54,520 --> 0:14:00,820 one say i actually won something i 229 0:14:00,820 --> 0:14:04,450 won five doctors and so the air 230 0:14:07,600 --> 0:14:43,960 hashtag winning that was it i've been 231 0:14:43,960 --> 0:14:47,800 working on doing a ice death machine 232 0:14:47,800 --> 0:14:52,510 journey and so i've actually found this 233 0:14:54,970 --> 0:15:00,400 library that programming library he has a 234 0:15:00,400 --> 0:15:02,789 ton of stuff it's really easy it's 235 0:15:02,800 --> 0:15:08,470 in hogan transformers and stuff and so 236 0:15:08,470 --> 0:15:10,600 that you can and saw anything pretty 237 0:15:10,600 --> 0:15:12,488 easily with python if you just doing 238 0:15:12,490 --> 0:15:16,120 a pip install it it just included 239 0:15:16,120 --> 0:15:22,900 in your python script but so i've 240 0:15:22,900 --> 0:15:25,420 done stuff with like gp t to 241 0:15:25,870 --> 0:15:29,260 and near a hand the going what 242 0:15:29,260 --> 0:15:30,700 i was really able to get work 243 0:15:30,940 --> 0:15:34,630 to work was near with a two 244 0:15:34,630 --> 0:15:43,120 point seven billion isner database it's it's 245 0:15:43,120 --> 0:15:45,248 slim weights but it's also caught something 246 0:15:45,250 --> 0:15:47,800 in a parameters to two point seven 247 0:15:47,800 --> 0:15:51,610 billion parameters so the more parameters you 248 0:15:51,610 --> 0:15:53,170 have the kind of better the answer 249 0:15:53,260 --> 0:15:57,340 you get it and so like our 250 0:15:57,340 --> 0:15:59,470 search i'll ask you know what is 251 0:15:59,470 --> 0:16:00,868 a black hole is it a black 252 0:16:00,880 --> 0:16:03,121 hole is part of over as of 253 0:16:03,121 --> 0:16:04,540 the problem i get into is like 254 0:16:04,540 --> 0:16:06,160 i ask a question of what is 255 0:16:06,160 --> 0:16:07,930 black hole but i wanted to be 256 0:16:07,930 --> 0:16:12,100 like a hundred word response and so 257 0:16:12,100 --> 0:16:14,560 give me like maybe a fifty word 258 0:16:14,560 --> 0:16:16,360 response and then the rest of it 259 0:16:16,360 --> 0:16:18,760 is just the last sentence repeated forever 260 0:16:19,630 --> 0:16:21,190 it's just like a black holes this 261 0:16:21,190 --> 0:16:23,890 big wackos has been i read a 262 0:16:23,890 --> 0:16:28,510 couple of of less time but so 263 0:16:28,510 --> 0:16:31,748 the bigger the parameter database care the 264 0:16:31,748 --> 0:16:33,640 more data it has and the more 265 0:16:33,640 --> 0:16:35,920 things it can predict day it think 266 0:16:35,930 --> 0:16:41,080 you want to know and but these 267 0:16:41,080 --> 0:16:44,050 databases are huge and like to the 268 0:16:44,110 --> 0:16:50,920 two point seven billion database is it's 269 0:16:50,920 --> 0:16:53,620 like i think it was like reviews 270 0:16:53,620 --> 0:16:57,010 fifteen gigabytes know it was twenty gigabytes 271 0:16:57,580 --> 0:17:00,460 and so the file size is important 272 0:17:01,120 --> 0:17:04,900 because it also has to be loaded 273 0:17:04,960 --> 0:17:07,360 in it's entirety into ram and so 274 0:17:07,360 --> 0:17:08,920 they're merely designed to be around the 275 0:17:08,920 --> 0:17:10,600 graphics cards which is why it's so 276 0:17:10,600 --> 0:17:15,850 difficult to do you know in terms 277 0:17:15,850 --> 0:17:17,590 of just at home because you need 278 0:17:17,740 --> 0:17:19,210 a crevice card that would be able 279 0:17:19,510 --> 0:17:21,520 to hold your twenty gigs of ram 280 0:17:22,930 --> 0:17:25,120 and as so the new stuff like 281 0:17:25,120 --> 0:17:28,150 neo acts which is said twenty billion 282 0:17:28,180 --> 0:17:30,100 parameter thing and they're getting higher where 283 0:17:30,100 --> 0:17:32,290 they have one hundred and seventy five 284 0:17:33,160 --> 0:17:35,170 parameters and so they're at so it 285 0:17:37,060 --> 0:17:40,270 kind of a lot of options in 286 0:17:40,270 --> 0:17:44,500 terms of responses it can return and 287 0:17:44,500 --> 0:17:46,150 those ones you need like forty eight 288 0:17:46,150 --> 0:17:53,080 gigs she pew memory and so it's 289 0:17:53,080 --> 0:17:55,930 not cheap to do i run it 290 0:17:55,930 --> 0:17:58,270 off a linux box it's only use 291 0:17:58,282 --> 0:17:59,800 a p sepia it doesn't have the 292 0:17:59,800 --> 0:18:03,250 graphics card so i'm running it off 293 0:18:03,250 --> 0:18:08,350 a rare and the servers i use 294 0:18:08,350 --> 0:18:11,410 are retired and of life servers i 295 0:18:11,416 --> 0:18:12,820 get em used an ebay and they're 296 0:18:12,820 --> 0:18:15,519 like eighty dollars and then yet to 297 0:18:15,519 --> 0:18:17,740 spend like another eighty four power supply 298 0:18:20,140 --> 0:18:24,340 but they have like twenty gigs of 299 0:18:24,340 --> 0:18:27,580 ram as well and so i'm able 300 0:18:27,580 --> 0:18:28,899 to do it off the see pew 301 0:18:28,899 --> 0:18:30,490 which is a little bit slower i 302 0:18:30,490 --> 0:18:31,930 mean is pretty so like you ask 303 0:18:32,020 --> 0:18:36,190 a question and it takes like five 304 0:18:36,190 --> 0:18:39,640 minutes of guess loading the parameters interbrand 305 0:18:40,600 --> 0:18:43,030 and then it takes maybe fifteen twenty 306 0:18:43,030 --> 0:18:44,710 minutes for it to figure out their 307 0:18:44,710 --> 0:18:48,280 response and so i have a python 308 0:18:48,280 --> 0:18:50,170 script that does it words like i 309 0:18:50,170 --> 0:18:52,720 write five questions and then i come 310 0:18:52,720 --> 0:18:54,520 back an hour later and has answered 311 0:18:54,520 --> 0:18:58,660 them seven plane with different parameter models 312 0:18:59,230 --> 0:19:03,393 so i turn and neo and then 313 0:19:03,400 --> 0:19:06,220 now which is two point seven billion 314 0:19:06,220 --> 0:19:09,430 parameters you can download one that so 315 0:19:09,580 --> 0:19:12,220 one point seven billion or you can 316 0:19:12,220 --> 0:19:13,780 do like three point five million and 317 0:19:13,780 --> 0:19:15,280 the lower the number the faster it 318 0:19:15,280 --> 0:19:19,630 is but also canada less detailed their 319 0:19:19,630 --> 0:19:23,800 responses or and so i've i have 320 0:19:24,460 --> 0:19:25,780 two point seven seems to be the 321 0:19:25,780 --> 0:19:28,360 limitation for doing it on the cp 322 0:19:28,360 --> 0:19:30,610 you any bigger and you need a 323 0:19:30,610 --> 0:19:32,590 lot more ram and you needed to 324 0:19:32,590 --> 0:19:38,530 be processed on the gas card no 325 0:19:38,530 --> 0:19:40,236 the reason why it works better and 326 0:19:40,236 --> 0:19:42,250 gov is card is the cps good 327 0:19:42,250 --> 0:19:48,160 for doing extremely complex calculations but essentially 328 0:19:48,160 --> 0:19:50,680 one at a time the keep you 329 0:19:50,740 --> 0:19:55,060 can do thousands of millions of calculations 330 0:19:55,570 --> 0:19:56,860 but they have to be very simple 331 0:19:56,860 --> 0:20:01,120 calculations and the reason why it covers 332 0:20:01,120 --> 0:20:04,630 cards like that is because the do 333 0:20:05,170 --> 0:20:08,830 really fast calculations for each pixel and 334 0:20:08,830 --> 0:20:11,830 serve just h d is about one 335 0:20:11,830 --> 0:20:14,290 point six million pixels it has to 336 0:20:14,290 --> 0:20:23,380 process instantaneously to make our eyes and 337 0:20:23,380 --> 0:20:26,620 so it does lot a simple calculations 338 0:20:26,620 --> 0:20:31,330 that really quickly and so i just 339 0:20:32,410 --> 0:20:34,720 with the am the i it does 340 0:20:34,720 --> 0:20:37,990 it really is a simple yo thousands 341 0:20:37,990 --> 0:20:40,060 of searching into okay what does is 342 0:20:40,060 --> 0:20:41,980 pretty quick what does worry me or 343 0:20:42,004 --> 0:20:44,230 does that word me and putting together 344 0:20:44,230 --> 0:20:47,380 and just searching the database the parameters 345 0:20:47,380 --> 0:20:50,950 really quickly and then returning the results 346 0:20:51,520 --> 0:20:52,900 does not like it has to think 347 0:20:52,900 --> 0:20:54,910 that hurry just had to search the 348 0:20:54,970 --> 0:20:57,310 and and a huge amount of data 349 0:20:57,370 --> 0:21:00,850 which is why it's needs to be 350 0:21:00,850 --> 0:21:03,460 loaded and ran wine and then too 351 0:21:06,880 --> 0:21:08,860 it's essentially like if you think about 352 0:21:08,890 --> 0:21:10,900 is like having a thousand tabs open 353 0:21:11,950 --> 0:21:16,063 and searching you know i am searching 354 0:21:16,063 --> 0:21:19,602 where google has compare each one so 355 0:21:19,602 --> 0:21:22,090 as not deck computationally intensive put it 356 0:21:22,090 --> 0:21:30,640 is hugely resource intensive so kind of 357 0:21:30,640 --> 0:21:34,090 what i've discovered his with the older 358 0:21:34,090 --> 0:21:37,330 servers that i have the limit is 359 0:21:37,330 --> 0:21:43,014 really two point seven billion parameters office 360 0:21:43,014 --> 0:21:47,680 cp sepia i did get this kind 361 0:21:47,680 --> 0:21:51,250 of one script to running where it 362 0:21:51,250 --> 0:21:55,750 loads each section ah so the parameters 363 0:21:55,750 --> 0:21:59,590 can be split into different chunks and 364 0:21:59,590 --> 0:22:01,120 so i had it worrying where i 365 0:22:01,270 --> 0:22:03,520 have a really old i it's they 366 0:22:03,520 --> 0:22:07,210 care and vidya ten fifty or ten 367 0:22:07,210 --> 0:22:09,880 forty t i so it is a 368 0:22:09,880 --> 0:22:12,580 very then just it's not that is 369 0:22:12,580 --> 0:22:14,500 so old it's just it is very 370 0:22:14,500 --> 0:22:20,470 entry level ha as able to get 371 0:22:20,590 --> 0:22:22,330 it running where it will peak load 372 0:22:22,360 --> 0:22:25,240 one section at a time and then 373 0:22:25,270 --> 0:22:28,060 the graphs would go through it and 374 0:22:28,570 --> 0:22:31,060 do that batch of parameters the know 375 0:22:31,060 --> 0:22:34,060 it to the next one what it 376 0:22:34,060 --> 0:22:35,470 would take a huge amount a ramp 377 0:22:35,470 --> 0:22:37,240 the still still loaded in the cp 378 0:22:37,240 --> 0:22:39,790 you ran and then the cp you 379 0:22:40,480 --> 0:22:43,030 motherboard ram will stream it to the 380 0:22:43,057 --> 0:22:45,730 graphics card and the is currently has 381 0:22:45,730 --> 0:22:47,350 like one gig of ram so it 382 0:22:47,710 --> 0:22:50,620 has to stop in a stream of 383 0:22:50,623 --> 0:22:55,030 stop and a lot the so i 384 0:22:55,030 --> 0:22:58,930 could get it to load if i 385 0:22:58,930 --> 0:23:02,160 wanted like five or six word answers 386 0:23:02,380 --> 0:23:04,780 food work at it it was him 387 0:23:05,770 --> 0:23:06,910 i was very good and that was 388 0:23:06,910 --> 0:23:10,120 for twenty billion parameters it would take 389 0:23:10,150 --> 0:23:16,480 hours but over the week what i've 390 0:23:16,480 --> 0:23:24,220 been playing with his ha the real 391 0:23:24,220 --> 0:23:31,300 truth cross country so i've been playing 392 0:23:31,300 --> 0:23:33,730 with different databases and as warnings checkpoint 393 0:23:33,880 --> 0:23:36,400 for a metre such facebook is one 394 0:23:36,700 --> 0:23:38,530 which is kinda like to finish all 395 0:23:38,530 --> 0:23:41,625 the other databases but they've combined it 396 0:23:41,625 --> 0:23:43,840 into one kind of series so you 397 0:23:43,840 --> 0:23:46,420 can get the two point seven billion 398 0:23:47,410 --> 0:23:49,390 ah you can you get a six 399 0:23:49,780 --> 0:23:51,220 billion i was able to get that 400 0:23:51,250 --> 0:23:53,470 work so well because he had so 401 0:23:53,470 --> 0:23:58,690 much ram and i did increase the 402 0:23:58,690 --> 0:24:01,166 swap space which is like when it's 403 0:24:01,166 --> 0:24:03,910 stores part of ram on the hard 404 0:24:03,910 --> 0:24:08,140 drive and swap is so slow it 405 0:24:08,140 --> 0:24:10,870 just it keeps it from crashing but 406 0:24:10,870 --> 0:24:16,270 elsa takes so long so it's not 407 0:24:16,270 --> 0:24:18,910 that great do you swap it's almost 408 0:24:18,910 --> 0:24:23,590 useless even even set a swap hard 409 0:24:23,590 --> 0:24:27,100 drive that's necessity it still was way 410 0:24:27,100 --> 0:24:32,230 too so and so say the the 411 0:24:32,230 --> 0:24:35,560 meadow one from facebook is colder o 412 0:24:35,560 --> 0:24:38,710 p t and so if you have 413 0:24:38,860 --> 0:24:40,690 like a lotta resources that one's nice 414 0:24:40,690 --> 0:24:45,310 because you can experiment there's a lotta 415 0:24:45,322 --> 0:24:49,300 different sides you can experiment what's on 416 0:24:49,300 --> 0:24:51,850 one kind of the really good one 417 0:24:52,570 --> 0:24:54,970 that's open source like actually open source 418 0:24:54,970 --> 0:24:58,060 you can download and and everything is 419 0:24:58,060 --> 0:25:02,740 a neo and so there's an new 420 0:25:02,770 --> 0:25:06,160 one and two and near to goes 421 0:25:06,160 --> 0:25:10,390 up to two point seven billion parameters 422 0:25:10,960 --> 0:25:13,660 but neo acts which is their new 423 0:25:13,660 --> 0:25:15,430 one and the only one they're working 424 0:25:15,430 --> 0:25:18,850 on right now i couldn't see or 425 0:25:18,850 --> 0:25:22,090 as guy in look at the map 426 0:25:22,090 --> 0:25:27,640 at the right neo acts does twenty 427 0:25:27,640 --> 0:25:30,070 billion parameters which is a huge amount 428 0:25:30,160 --> 0:25:33,160 you need legacy now so and that 429 0:25:33,160 --> 0:25:35,440 you need for the gigs of ram 430 0:25:36,400 --> 0:25:44,110 what to do and so i can 431 0:25:44,110 --> 0:25:47,080 get that woodwork and it was i 432 0:25:47,080 --> 0:25:48,610 could get it to load the program 433 0:25:48,610 --> 0:25:53,620 worked and everything it was just it 434 0:25:53,620 --> 0:25:55,480 took too much time to be useful 435 0:25:56,080 --> 0:26:00,493 where it like it won't crash what 436 0:26:00,493 --> 0:26:02,560 if it would take like twelve around 437 0:26:03,070 --> 0:26:06,640 twelve or thirteen hours of working before 438 0:26:06,640 --> 0:26:13,467 i quit why is this what the 439 0:26:14,320 --> 0:26:28,180 his mind our business gatekeeper yeah heretic 440 0:26:28,210 --> 0:26:48,850 circuit stay back stay back one championship 441 0:26:49,840 --> 0:27:16,330 yeah heck and back so continuing on 442 0:27:16,330 --> 0:27:23,410 with the a story so in none 443 0:27:23,410 --> 0:27:29,965 of this huge oh repository of of 444 0:27:30,015 --> 0:27:32,560 a libraries and parameters you can download 445 0:27:33,370 --> 0:27:36,880 and it's all like for from like 446 0:27:36,880 --> 0:27:42,820 universities and larger type corporations as he 447 0:27:42,820 --> 0:27:45,490 can experiment with them all and really 448 0:27:45,490 --> 0:27:49,930 quite incredible that you can you know 449 0:27:49,930 --> 0:27:53,440 builds other stuff if you have enough 450 0:27:53,440 --> 0:27:55,570 resources at home like i said the 451 0:27:55,570 --> 0:27:58,210 resources aren't don't have to be that 452 0:27:58,210 --> 0:28:00,820 big by surfers cost a total about 453 0:28:01,870 --> 0:28:04,900 a hundred and fifty per or maybe 454 0:28:04,900 --> 0:28:07,750 two hundred per server say eighty dollars 455 0:28:07,750 --> 0:28:13,570 from e bay houston indian the power 456 0:28:13,570 --> 0:28:16,599 supply is also more expensive than the 457 0:28:16,599 --> 0:28:18,400 server or can be a hundred or 458 0:28:18,730 --> 0:28:24,040 one hundred fifty but hum he was 459 0:28:24,046 --> 0:28:26,500 just need enough ram and i could 460 0:28:26,500 --> 0:28:28,330 be over you know a medium great 461 0:28:28,330 --> 0:28:30,280 p c and it has thirty two 462 0:28:30,280 --> 0:28:33,555 gigs of ram you could definitely load 463 0:28:33,555 --> 0:28:35,620 at the two point seven billion on 464 0:28:35,620 --> 0:28:39,940 the c pew no issue just take 465 0:28:39,940 --> 0:28:50,200 like twenty minutes per question lies i 466 0:28:50,200 --> 0:29:00,730 don't like the bucket list oh so 467 0:29:00,730 --> 0:29:02,410 one of only so remember how his 468 0:29:02,410 --> 0:29:05,230 tongue her helene cooper was terrified sir 469 0:29:05,290 --> 0:29:08,530 yes they're terrified with a i but 470 0:29:10,270 --> 0:29:13,090 they have their own it doesn't answer 471 0:29:13,270 --> 0:29:16,510 questions which really cool is about it 472 0:29:16,540 --> 0:29:20,440 is that it does summaries served like 473 0:29:20,590 --> 0:29:23,380 you can give it like a sentence 474 0:29:24,190 --> 0:29:25,570 well that sentence you can give it 475 0:29:25,660 --> 0:29:28,750 like paragraph good give it a sentence 476 0:29:28,750 --> 0:29:31,030 as well if it was summarize with 477 0:29:31,030 --> 0:29:34,450 the paragraph said i looked up this 478 0:29:36,610 --> 0:29:39,070 observatory and think it was like good 479 0:29:40,000 --> 0:29:42,880 fish handler observatory is is like this 480 0:29:42,970 --> 0:29:44,980 shedding loop the original text was like 481 0:29:44,980 --> 0:29:48,280 the chevalier observatory has found a huge 482 0:29:48,400 --> 0:29:50,920 collection of black holes have formed a 483 0:29:50,950 --> 0:29:57,130 spiderweb matrix within their galaxy answer then 484 0:29:57,430 --> 0:30:00,040 i give that paragraph two to the 485 0:30:00,040 --> 0:30:04,360 google ai it's called pegasus and pegasus 486 0:30:04,360 --> 0:30:09,890 will bond with the chandler observatory fast 487 0:30:11,120 --> 0:30:13,370 the new series of network of black 488 0:30:13,370 --> 0:30:15,440 holes so it took like those three 489 0:30:15,440 --> 0:30:19,910 sentences and it actually gets pretty pretty 490 0:30:19,910 --> 0:30:21,710 well it figures up the subject what's 491 0:30:21,710 --> 0:30:24,500 important and leaves out you know the 492 0:30:24,500 --> 0:30:27,410 extra stuff as as like that is 493 0:30:27,410 --> 0:30:30,860 super powerful because i can just give 494 0:30:30,860 --> 0:30:32,240 it articles and it will give you 495 0:30:32,240 --> 0:30:38,600 okay this is this is the point 496 0:30:38,600 --> 0:30:41,720 of each paragraph and like that is 497 0:30:41,720 --> 0:30:46,130 helpful on so many levels i have 498 0:30:46,130 --> 0:30:50,390 dyslexia and then and a different issue 499 0:30:50,390 --> 0:30:52,730 i had a head trauma and so 500 0:30:52,730 --> 0:30:55,100 lot of growing up before the headshot 501 0:30:55,100 --> 0:30:57,740 are in i'd have to read something 502 0:30:57,740 --> 0:30:59,300 and then and below what was that 503 0:31:00,440 --> 0:31:02,060 that i just read what was the 504 0:31:02,060 --> 0:31:05,450 point of the paragraph and everything and 505 0:31:05,450 --> 0:31:10,310 so lot of the tutoring and everything 506 0:31:11,120 --> 0:31:13,430 was not only learning and new know 507 0:31:13,430 --> 0:31:15,830 how to spell better and read better 508 0:31:16,580 --> 0:31:17,956 that it was also about you know 509 0:31:17,956 --> 0:31:22,490 writing better articles and stuff to to 510 0:31:22,550 --> 0:31:29,120 do and so the the of the 511 0:31:29,120 --> 0:31:31,910 summary in terms of like for learning 512 0:31:31,910 --> 0:31:34,700 disabilities and everything is ok you read 513 0:31:34,700 --> 0:31:36,170 this big paragraph for and then you 514 0:31:36,170 --> 0:31:37,580 can have the a say okay this 515 0:31:37,580 --> 0:31:39,860 is what was in it and in 516 0:31:40,160 --> 0:31:44,420 the difference with my head trauma was 517 0:31:44,420 --> 0:31:46,970 that it was in high school like 518 0:31:46,970 --> 0:31:49,345 i had to be hospitalized for for 519 0:31:49,437 --> 0:31:51,710 months and then i had to be 520 0:31:52,850 --> 0:31:56,390 in outpatient for a month and i 521 0:31:56,600 --> 0:31:58,760 of rushed outpatient that the yeah get 522 0:31:58,760 --> 0:32:01,610 back to normal get back to high 523 0:32:01,610 --> 0:32:03,140 school and everything in that was kind 524 0:32:03,140 --> 0:32:05,930 of a mistake cause it wasn't like 525 0:32:05,930 --> 0:32:08,480 oh i was you know not ready 526 0:32:08,480 --> 0:32:12,059 to get out once i have this 527 0:32:12,059 --> 0:32:15,140 school workload it was a lot more 528 0:32:15,140 --> 0:32:19,131 difficult than before it hit trauma so 529 0:32:19,131 --> 0:32:21,140 where the issues was like i could 530 0:32:21,680 --> 0:32:25,370 read very slowly but i couldn't understand 531 0:32:25,460 --> 0:32:28,250 when i was reading so they could 532 0:32:28,250 --> 0:32:30,170 read out loud as willing to bet 533 0:32:30,170 --> 0:32:34,730 your sweet and and like that the 534 0:32:34,730 --> 0:32:36,170 i would have been so helpful because 535 0:32:36,170 --> 0:32:40,100 i couldn't be no written or pasted 536 0:32:40,100 --> 0:32:44,330 the paragraph like a book and nine 537 0:32:44,420 --> 0:32:47,150 what was what was the point and 538 0:32:47,223 --> 0:32:48,650 like it could have given me back 539 0:32:48,662 --> 0:32:53,870 know how short response and like this 540 0:32:53,870 --> 0:32:58,940 is the important take always so is 541 0:32:58,940 --> 0:33:01,580 really quite incredible i know where it 542 0:33:01,580 --> 0:33:03,440 can do like these a i will 543 0:33:03,444 --> 0:33:06,860 be so helpful for people with with 544 0:33:06,860 --> 0:33:10,970 learning disabilities her harm people that you 545 0:33:10,970 --> 0:33:15,020 know need you know rehabilitation from ten 546 0:33:15,171 --> 0:33:21,710 head trauma isn't other issues and so 547 0:33:21,740 --> 0:33:23,240 with the pegasus what i have it 548 0:33:23,630 --> 0:33:26,720 do is i write just text document 549 0:33:27,110 --> 0:33:28,520 or i can like peace things from 550 0:33:28,520 --> 0:33:32,122 wikipedia i've done like whole wikipedia articles 551 0:33:32,122 --> 0:33:34,850 like fifty articles her once and said 552 0:33:34,850 --> 0:33:37,070 and python what it does his it 553 0:33:37,070 --> 0:33:40,820 reads text file and on i have 554 0:33:40,820 --> 0:33:43,430 it where it divides it my paragraph 555 0:33:44,510 --> 0:33:48,290 and so it looks it it splits 556 0:33:48,290 --> 0:33:50,660 to file up and are different paragraphs 557 0:33:51,140 --> 0:33:57,020 and then just i tell it i'm 558 0:33:57,020 --> 0:33:58,130 trying to figure out how can do 559 0:33:58,130 --> 0:34:01,070 it automated but i turn okay good 560 0:34:02,180 --> 0:34:05,660 each three sentences out of a paragraph 561 0:34:06,290 --> 0:34:07,830 and i know that paragraphs i supposed 562 0:34:07,830 --> 0:34:09,440 to be like three or four sentences 563 0:34:09,500 --> 0:34:12,260 but lot of the material and getting 564 0:34:12,290 --> 0:34:16,250 the like seven or eight sentence paragraphs 565 0:34:17,210 --> 0:34:19,190 and as i say okay process three 566 0:34:19,190 --> 0:34:21,350 sentences of each paragraph at a time 567 0:34:23,570 --> 0:34:25,790 so if a paragraph six seven sentences 568 0:34:25,790 --> 0:34:28,190 it will do the first for animal 569 0:34:28,370 --> 0:34:30,650 to the next three or is why 570 0:34:30,650 --> 0:34:32,330 did that is because if you do 571 0:34:32,330 --> 0:34:35,210 it just split up by three sentences 572 0:34:35,210 --> 0:34:37,580 that time you might get it were 573 0:34:38,420 --> 0:34:44,390 that same thing would be it process 574 0:34:44,393 --> 0:34:47,510 the first paragraph of for sentences and 575 0:34:47,510 --> 0:34:50,360 then the next four sentences were be 576 0:34:50,360 --> 0:34:52,520 three of one paragraph and then the 577 0:34:52,520 --> 0:34:54,320 beginning of another paragraph and so that 578 0:34:54,320 --> 0:34:56,960 wouldn't really make sense maybe mr line 579 0:34:56,990 --> 0:34:58,970 because each paragraph it's plus we're different 580 0:34:58,970 --> 0:35:07,910 subject hands there so that's why have 581 0:35:08,000 --> 0:35:09,890 to divide by paragraphs and then again 582 0:35:09,890 --> 0:35:12,380 divide by sentences and so what i 583 0:35:12,380 --> 0:35:17,000 will one is like okay maybe yeah 584 0:35:17,022 --> 0:35:18,530 okay have it look and say okay 585 0:35:18,530 --> 0:35:25,520 this paragraph is you know seven as 586 0:35:25,520 --> 0:35:28,220 maybe like eat a sentences and so 587 0:35:28,220 --> 0:35:31,100 maybe processing three sentence that a time 588 0:35:31,100 --> 0:35:33,921 is a good ich do for so 589 0:35:33,921 --> 0:35:34,850 they haven't to say it had to 590 0:35:34,850 --> 0:35:38,360 do that have it say it as 591 0:35:38,360 --> 0:35:41,120 an algorithm versus having it something i 592 0:35:41,123 --> 0:35:46,220 hard coded but like i've given it 593 0:35:46,220 --> 0:35:49,970 books i gave it a plato's republic 594 0:35:50,330 --> 0:35:53,540 and tip you know maybe hour and 595 0:35:53,540 --> 0:35:56,900 a half and it's summarized each paragraph 596 0:36:02,720 --> 0:36:05,270 and then i've done a bunch of 597 0:36:05,626 --> 0:36:08,000 web searches and combine them into a 598 0:36:08,007 --> 0:36:11,600 text document and that summarizes that real 599 0:36:11,630 --> 0:36:14,090 so it's nice because it's like it's 600 0:36:14,090 --> 0:36:16,550 like having enough staff or as i 601 0:36:16,550 --> 0:36:18,290 okay i need it you know fifteen 602 0:36:18,290 --> 0:36:20,930 facts about this and then i give 603 0:36:20,930 --> 0:36:23,741 it to articles to look at and 604 0:36:23,741 --> 0:36:25,730 it's summarizes them up pretty well and 605 0:36:25,730 --> 0:36:27,170 then i can write my own article 606 0:36:29,240 --> 0:36:31,010 so it's a really nice aid for 607 0:36:31,940 --> 0:36:38,300 huh for processing a huge my data 608 0:36:39,830 --> 0:36:41,630 and i said the coup a pegasus 609 0:36:41,630 --> 0:36:46,132 some relation i it's really good there 610 0:36:46,132 --> 0:36:49,280 are a couple situations course it messes 611 0:36:49,280 --> 0:36:52,070 up but is that what you think 612 0:36:53,150 --> 0:36:55,881 so like there will be a couple 613 0:36:55,881 --> 0:36:58,370 a special characters like a died in 614 0:36:58,550 --> 0:37:00,650 a couple dashes or something inside the 615 0:37:00,650 --> 0:37:04,280 text document that it doesn't understand and 616 0:37:04,280 --> 0:37:06,230 so it thinks that seen something else 617 0:37:06,230 --> 0:37:08,990 when really it's just like exclamation points 618 0:37:08,990 --> 0:37:11,570 and reference links and stuff so it 619 0:37:11,570 --> 0:37:14,360 doesn't understand that but just straight on 620 0:37:14,360 --> 0:37:18,350 street text and sentence is it works 621 0:37:18,350 --> 0:37:23,660 mind and then there's a larger pegasus 622 0:37:23,660 --> 0:37:30,170 database pegasus ex oh man i use 623 0:37:30,173 --> 0:37:32,180 those guys to help meter is a 624 0:37:32,180 --> 0:37:35,390 larger pegasus x database and i haven't 625 0:37:35,390 --> 0:37:36,350 been able to get that went to 626 0:37:36,350 --> 0:37:39,410 work because it's just it's so huge 627 0:37:39,410 --> 0:37:41,990 it can't load it on to ram 628 0:37:44,240 --> 0:37:45,620 well i guess that run that off 629 0:37:45,710 --> 0:37:48,980 the cp few it's really easy to 630 0:37:48,980 --> 0:38:01,190 do hey it's not that difficult to 631 0:38:01,190 --> 0:38:03,200 use and i do have a kit 632 0:38:03,200 --> 0:38:05,420 hub and i plan on just posting 633 0:38:05,420 --> 0:38:08,630 these scripts and a little a you 634 0:38:08,630 --> 0:38:30,740 tube video how to do it huh 635 0:38:30,740 --> 0:38:40,301 he'd say it's funny cause like ak 636 0:38:40,301 --> 0:38:46,196 in academia type really and on and 637 0:38:46,490 --> 0:38:50,060 they're like always misinformed and really makes 638 0:38:50,060 --> 0:38:53,780 me wonder about education system and like 639 0:38:53,780 --> 0:38:56,870 i say this it's like when the 640 0:38:56,870 --> 0:39:00,380 i pad came out they were furious 641 0:39:00,830 --> 0:39:03,380 you know they though they literally band 642 0:39:04,040 --> 0:39:07,880 i pads from colleges for a while 643 0:39:07,940 --> 0:39:09,680 because there are you can't have a 644 0:39:10,370 --> 0:39:12,980 digital a book for up a bar 645 0:39:13,850 --> 0:39:17,090 and says like why not because like 646 0:39:17,120 --> 0:39:19,910 i books at the time and kinda 647 0:39:20,090 --> 0:39:21,500 he was great because you could highlight 648 0:39:21,500 --> 0:39:25,970 things can make the fight bigger you 649 0:39:25,970 --> 0:39:28,220 could search through the chapters for things 650 0:39:28,220 --> 0:39:31,640 you're looking for and there's no you 651 0:39:31,640 --> 0:39:33,770 can i use physical books and while 652 0:39:33,830 --> 0:39:36,920 line is that why would you for 653 0:39:36,920 --> 0:39:42,440 someone in now the font size alone 654 0:39:42,440 --> 0:39:44,270 pin able to change the font size 655 0:39:45,140 --> 0:39:47,090 i will why would you take away 656 0:39:47,090 --> 0:39:49,940 someone's option to do that and er 657 0:39:49,940 --> 0:39:51,830 excuse was a oh it's good increase 658 0:39:51,830 --> 0:39:53,960 or network we don't know what you're 659 0:39:53,990 --> 0:39:59,009 reading and all this stuff and so 660 0:39:59,009 --> 0:40:04,859 of course that's changed but no academia 661 0:40:04,970 --> 0:40:09,390 response to like new technology is always 662 0:40:09,390 --> 0:40:12,600 like like you would think the education 663 0:40:12,600 --> 0:40:14,430 system would know better be able to 664 0:40:15,300 --> 0:40:19,620 realize things their resources neck and eight 665 0:40:19,620 --> 0:40:23,610 in education and so course all altered 666 0:40:24,150 --> 0:40:25,889 academia is like people are going to 667 0:40:25,889 --> 0:40:30,540 use a to plagiarize and it you 668 0:40:30,540 --> 0:40:32,460 know there's so many the essays of 669 0:40:32,460 --> 0:40:35,220 copy paste at work which is true 670 0:40:35,790 --> 0:40:38,820 but they should be teaching people how 671 0:40:38,820 --> 0:40:41,850 to use a i for recently what 672 0:40:41,850 --> 0:40:44,040 i'm doing as i how to use 673 0:40:44,040 --> 0:40:46,080 it to find other sources how you 674 0:40:46,080 --> 0:40:47,490 find it how to use it to 675 0:40:47,490 --> 0:40:50,910 get better definitions of topics and then 676 0:40:50,910 --> 0:40:53,880 teaching now okay this is how if 677 0:40:54,570 --> 0:40:56,070 you use a i to get your 678 0:40:56,070 --> 0:41:00,420 responses get your information and then how 679 0:41:00,420 --> 0:41:03,930 to you know actually you write that 680 0:41:03,930 --> 0:41:06,960 in an essay in your own words 681 0:41:09,480 --> 0:41:11,370 because it's current like you can interview 682 0:41:11,394 --> 0:41:17,610 somebody but this huge database of responses 683 0:41:19,260 --> 0:41:21,210 and then you can the you go 684 0:41:21,210 --> 0:41:23,010 back and it tells you where you 685 0:41:23,010 --> 0:41:28,018 can do in a research what next 686 0:41:28,020 --> 0:41:29,790 comes to black holes that you can 687 0:41:29,790 --> 0:41:31,105 say okay what is a black hole 688 0:41:31,105 --> 0:41:33,442 and to the black hole is this 689 0:41:33,442 --> 0:41:37,380 story that died stars need have a 690 0:41:37,380 --> 0:41:39,929 huge amount of mass and then black 691 0:41:39,930 --> 0:41:43,050 will happens when it shrinks down lead 692 0:41:43,110 --> 0:41:45,270 to a size but the massive mean 693 0:41:45,390 --> 0:41:48,270 saying okay so then you got all 694 0:41:48,279 --> 0:41:49,860 the information on oh it's from a 695 0:41:49,860 --> 0:41:52,770 star it's mass and it's a certain 696 0:41:52,770 --> 0:41:55,080 size and so they can actually go 697 0:41:55,080 --> 0:41:57,660 on sale callen figure out what masses 698 0:41:58,170 --> 0:41:59,460 so then you go with pdf i 699 0:41:59,460 --> 0:42:24,510 know and masses and everything right oh 700 0:42:24,510 --> 0:42:26,940 and challenge anyone to hit her rice 701 0:42:27,870 --> 0:43:09,118 mind your own business because and i 702 0:43:09,118 --> 0:43:10,952 have to clarify like am i say 703 0:43:10,952 --> 0:43:13,320 i'm working with while this ai stuff 704 0:43:13,320 --> 0:43:16,140 but we don't really have a it's 705 0:43:16,140 --> 0:43:20,160 cal like her and the halo universe 706 0:43:21,069 --> 0:43:23,460 are they had they had to classifications 707 0:43:23,460 --> 0:43:26,340 of a him before and the covenant 708 0:43:26,340 --> 0:43:29,610 really you attacked the u s c 709 0:43:30,570 --> 0:43:31,963 they had a i but they had 710 0:43:32,059 --> 0:43:34,500 was called dumb a i and so 711 0:43:34,500 --> 0:43:36,090 like if you play reach to him 712 0:43:36,090 --> 0:43:38,940 as dot and she was a dummy 713 0:43:38,940 --> 0:43:42,390 i oh where'd you dummy as were 714 0:43:42,390 --> 0:43:44,670 like the center she just search databases 715 0:43:44,670 --> 0:43:47,160 and stuff and could bring up relevant 716 0:43:47,160 --> 0:43:48,900 information so that kind of like what 717 0:43:48,900 --> 0:43:52,770 we have now they weren't something that 718 0:43:52,770 --> 0:43:55,893 was create that could do a creative 719 0:43:55,893 --> 0:43:58,830 thought or or things like that as 720 0:43:58,830 --> 0:44:01,170 you say well not doing creator of 721 0:44:01,170 --> 0:44:03,060 that the doing creative things are doing 722 0:44:03,660 --> 0:44:05,670 you know aren't generation all that stuff 723 0:44:05,670 --> 0:44:08,700 and that's creative and it's not they're 724 0:44:08,700 --> 0:44:10,170 not doing it what they're doing is 725 0:44:10,170 --> 0:44:14,707 they're searching databases and their comprehending as 726 0:44:14,707 --> 0:44:17,340 the probability of what you're asking for 727 0:44:17,340 --> 0:44:19,170 it and for what you and this 728 0:44:19,170 --> 0:44:22,350 is what you want and they actually 729 0:44:22,530 --> 0:44:26,700 they're not the note taking art directly 730 0:44:27,180 --> 0:44:30,480 they are much modifying the artwork and 731 0:44:30,480 --> 0:44:36,900 everything but what it is and what 732 0:44:36,900 --> 0:44:39,420 machine learning is it's it is currently 733 0:44:39,450 --> 0:44:44,460 gambling and predicting the huts where you 734 0:44:44,460 --> 0:44:48,210 will have a computer look at a 735 0:44:48,210 --> 0:44:50,490 problem over and over and over i 736 0:44:50,501 --> 0:44:53,070 try to predict the output so like 737 0:44:53,280 --> 0:44:58,251 let's say there's a coin flip and 738 0:44:58,251 --> 0:45:03,780 can you know logically there's a fifty 739 0:45:03,780 --> 0:45:08,010 fifty chance that coin flip have you 740 0:45:08,280 --> 0:45:11,521 either heads or tails fifty fifty oh 741 0:45:11,580 --> 0:45:15,026 you were machine learning is who would 742 0:45:15,026 --> 0:45:18,150 be an example ah is you set 743 0:45:18,150 --> 0:45:21,270 up a computer or robot to flip 744 0:45:21,270 --> 0:45:26,850 a coin and he records it says 745 0:45:26,850 --> 0:45:29,070 okay this is heads and then you 746 0:45:29,070 --> 0:45:31,260 tell the he knows the robot arm 747 0:45:31,260 --> 0:45:33,330 okay flipped a coin this way and 748 0:45:33,330 --> 0:45:34,830 then as like oh it's heads again 749 0:45:36,060 --> 0:45:38,730 and the computer records that says okay 750 0:45:38,730 --> 0:45:39,810 if i flip it this way it's 751 0:45:39,815 --> 0:45:42,120 heads of a bittersweet heads but it 752 0:45:42,120 --> 0:45:44,670 does it thousands of times and so 753 0:45:44,670 --> 0:45:46,380 it gets random answers were the okay 754 0:45:46,380 --> 0:45:48,510 this was tales this was tales and 755 0:45:48,510 --> 0:45:50,730 so is recording recording and like the 756 0:45:50,730 --> 0:45:52,530 probability of the in this way can 757 0:45:53,040 --> 0:45:55,380 i get heads with probably flipping that 758 0:45:55,380 --> 0:45:59,580 way gets tales and so like it's 759 0:45:59,730 --> 0:46:01,710 a huge amount of data that's just 760 0:46:02,970 --> 0:46:05,130 humans can't really process and don't want 761 0:46:05,130 --> 0:46:09,870 to and so it will it comes 762 0:46:09,870 --> 0:46:14,190 out with the probability that okay is 763 0:46:14,190 --> 0:46:15,540 the how you use that is like 764 0:46:15,540 --> 0:46:18,153 okay it would watch somebody flip and 765 0:46:18,153 --> 0:46:19,893 then the machine learning would say okay 766 0:46:19,893 --> 0:46:21,360 i saw them flip it this way 767 0:46:21,810 --> 0:46:25,320 so there's a slightly slightly better chance 768 0:46:25,320 --> 0:46:27,090 that when that coin hit the ground 769 0:46:27,090 --> 0:46:29,520 it's gonna be heads so desert machine 770 0:46:29,520 --> 0:46:32,070 learning is is it a what look 771 0:46:32,220 --> 0:46:34,170 at a huge amount of data and 772 0:46:34,170 --> 0:46:38,160 tries to the draw what the probability 773 0:46:38,160 --> 0:46:41,190 is of the output and so with 774 0:46:41,610 --> 0:46:44,700 a art it looks a huge databases 775 0:46:44,700 --> 0:46:49,410 of it and ah like there's usually 776 0:46:49,410 --> 0:46:51,840 a person and says okay this is 777 0:46:51,840 --> 0:46:53,910 a human the next big picture is 778 0:46:54,060 --> 0:46:55,680 is a human as next pictures a 779 0:46:55,683 --> 0:47:00,460 human and so the machine looks through 780 0:47:00,460 --> 0:47:01,890 it and says okay this is a 781 0:47:01,890 --> 0:47:05,130 human what makes that similar to this 782 0:47:05,130 --> 0:47:07,860 next images image of a humid and 783 0:47:07,860 --> 0:47:11,700 then it tries to really hard while 784 0:47:12,000 --> 0:47:13,500 to figure out what the human the 785 0:47:13,500 --> 0:47:15,000 desert really know what he he is 786 0:47:15,450 --> 0:47:17,280 but it would it's looking at his 787 0:47:17,280 --> 0:47:19,230 lack of a these things are similar 788 0:47:20,040 --> 0:47:22,230 and so when the human says yeah 789 0:47:22,260 --> 0:47:24,510 this is a human on the image 790 0:47:25,050 --> 0:47:27,600 this is probably what they're talking about 791 0:47:27,600 --> 0:47:30,900 this is the common denominator answer then 792 0:47:32,970 --> 0:47:34,710 isn't that turns into their somebody in 793 0:47:34,727 --> 0:47:38,880 thousands of photographs of your of humans 794 0:47:38,880 --> 0:47:42,030 of of artwork and everything and so 795 0:47:42,030 --> 0:47:44,182 then it does draw inspiration from that 796 0:47:44,190 --> 0:47:45,570 where it says okay these are the 797 0:47:45,570 --> 0:47:47,370 he wins and then like he can 798 0:47:47,370 --> 0:47:50,070 say okay i want a man wearing 799 0:47:50,100 --> 0:47:52,770 a purple shirt and so then it 800 0:47:52,770 --> 0:47:54,330 has the billion things of what it 801 0:47:54,330 --> 0:47:57,390 thinks a man is and there now 802 0:47:57,930 --> 0:47:59,850 google search for like different articles of 803 0:47:59,850 --> 0:48:01,170 clothing or it's like this is a 804 0:48:01,170 --> 0:48:03,660 purple shirt and then it no shirt 805 0:48:03,669 --> 0:48:07,349 says was gonna the chest between you 806 0:48:07,349 --> 0:48:10,470 know the neck him and pelvis area 807 0:48:11,190 --> 0:48:13,590 and so kind of combine all the 808 0:48:13,601 --> 0:48:16,260 things into one and know what i'm 809 0:48:16,410 --> 0:48:20,280 working with for ai art as i 810 0:48:20,280 --> 0:48:22,470 have it were instead it to him 811 0:48:22,470 --> 0:48:25,431 prompts like you know you say okay 812 0:48:25,503 --> 0:48:30,150 work a picture of a button drawn 813 0:48:30,300 --> 0:48:35,370 an abstract or impressionism i actually give 814 0:48:35,370 --> 0:48:36,870 it one of my photos are one 815 0:48:36,870 --> 0:48:38,910 of my animations and i just described 816 0:48:38,910 --> 0:48:40,800 it is so like for this one 817 0:48:40,800 --> 0:48:44,160 a senior this is a portrait of 818 0:48:44,850 --> 0:48:51,060 a woman in as in a architectural 819 0:48:51,060 --> 0:48:53,940 ruins and so it will actually look 820 0:48:53,940 --> 0:48:55,710 at the average try to understand what 821 0:48:55,710 --> 0:48:57,420 it is and and i'll say something 822 0:48:57,420 --> 0:48:58,950 like i want it as though it's 823 0:48:58,950 --> 0:49:02,250 a painting so convert my image and 824 0:49:02,250 --> 0:49:05,460 do what it thinks his painting and 825 0:49:05,460 --> 0:49:07,830 it's so scary because like i do 826 0:49:07,830 --> 0:49:10,650 custom closing some of my characters a 827 0:49:10,650 --> 0:49:12,690 custom on the other characters are not 828 0:49:13,320 --> 0:49:18,480 and so the i will actually neo 829 0:49:18,510 --> 0:49:21,210 eight uses my own artwork and they're 830 0:49:21,216 --> 0:49:23,820 like it in terms of the painting 831 0:49:23,820 --> 0:49:25,710 the painting will have the same clothing 832 0:49:26,790 --> 0:49:29,880 that i designed and everything that it 833 0:49:29,910 --> 0:49:34,230 sources from my own image and minutes 834 0:49:34,230 --> 0:49:35,940 i work in a weight website it's 835 0:49:35,943 --> 0:49:40,080 called assisted intelligence or it i'm gonna 836 0:49:40,080 --> 0:49:42,030 be posting lot of my artwork but 837 0:49:42,030 --> 0:49:45,720 it's gonna be how the machine learning 838 0:49:45,720 --> 0:49:49,320 sees it from his perspective so it's 839 0:49:49,320 --> 0:49:51,660 scary cause it is like it knows 840 0:49:52,230 --> 0:49:54,870 it doesn't know but it can predict 841 0:49:54,960 --> 0:49:57,930 what my artwork is and how i 842 0:49:57,930 --> 0:50:00,810 want it to be the style and 843 0:50:00,810 --> 0:50:05,505 everything so and so is i do 844 0:50:05,520 --> 0:50:07,710 think i think if you're doing just 845 0:50:07,770 --> 0:50:11,700 a prompt generation then yeah this kind 846 0:50:11,700 --> 0:50:16,920 of i don't think it's steely but 847 0:50:16,920 --> 0:50:19,500 i think the creation is the a 848 0:50:19,500 --> 0:50:22,350 generator you can't say okay this is 849 0:50:22,350 --> 0:50:24,600 my art i generated product i think 850 0:50:24,750 --> 0:50:26,370 the a i did all the work 851 0:50:27,300 --> 0:50:37,830 why is this why do i go 852 0:50:37,832 --> 0:50:51,780 here just trying and i the as 853 0:50:51,780 --> 0:50:53,820 pretty cool ain't you've probably seen on 854 0:50:53,820 --> 0:50:57,120 social media and people submit their photos 855 0:50:57,900 --> 0:50:59,943 of themselves they're sophie's and then the 856 0:50:59,943 --> 0:51:04,080 ai generates make it look like an 857 0:51:04,080 --> 0:51:10,950 epic fairy landscape fantasy portrait and sir 858 0:51:12,060 --> 0:51:15,390 i still think that's like that's different 859 0:51:15,810 --> 0:51:17,880 because i think that the using their 860 0:51:17,880 --> 0:51:21,390 own likeness they're using their portraits a 861 0:51:21,390 --> 0:51:25,290 lot of a warlike professional grade you 862 0:51:25,290 --> 0:51:31,980 know artworks that they submit and then 863 0:51:31,980 --> 0:51:33,960 it spits said outside you think that's 864 0:51:34,590 --> 0:51:36,870 that's the creators artwork as any of 865 0:51:36,870 --> 0:51:39,360 the person who's submitting that to the 866 0:51:39,360 --> 0:51:43,950 air because like we've had things like 867 0:51:43,950 --> 0:51:45,720 that forever and photo shop where we 868 0:51:45,750 --> 0:51:48,120 had effects that you can apply to 869 0:51:48,120 --> 0:51:50,430 photos and for manipulation and i still 870 0:51:50,430 --> 0:51:58,050 thing photo manipulation is still concern for 871 0:51:58,050 --> 0:52:00,510 of our but you know people have 872 0:52:00,510 --> 0:52:10,980 been am i supposed to go do 873 0:52:10,980 --> 0:52:16,050 i have to go to me i'm 874 0:52:16,050 --> 0:52:17,970 pretty sure i'm like the only one 875 0:52:18,030 --> 0:52:20,880 in her actor like they shut down 876 0:52:20,880 --> 0:52:50,160 the servers me and so that's the 877 0:52:50,160 --> 0:52:53,610 machine learning is it's pretty much it 878 0:52:53,610 --> 0:52:55,590 looks at a thousand different things that 879 0:52:55,590 --> 0:52:58,680 it thinks are the same thing same 880 0:52:58,680 --> 0:53:01,380 subject and then it tries to predict 881 0:53:02,070 --> 0:53:03,750 what about those images are the same 882 0:53:04,830 --> 0:53:07,200 and so for the ai text like 883 0:53:07,200 --> 0:53:17,880 you ask a question and so it 884 0:53:17,880 --> 0:53:20,700 doesn't understand anything you're saying to in 885 0:53:20,790 --> 0:53:23,190 it doesn't understand what it's giving back 886 0:53:23,190 --> 0:53:26,400 to you the answer what it is 887 0:53:26,430 --> 0:53:29,460 is it assigns each word a the 888 0:53:29,460 --> 0:53:31,920 call it a token and so like 889 0:53:32,040 --> 0:53:36,810 the word hannah like stars would be 890 0:53:36,810 --> 0:53:38,700 like a token of four five six 891 0:53:39,540 --> 0:53:42,060 and so then there would say okay 892 0:53:42,060 --> 0:53:43,770 when i see token four five six 893 0:53:44,580 --> 0:53:47,820 they're probably talking about this so there's 894 0:53:47,820 --> 0:53:51,240 a whole set section of possible tucking 895 0:53:51,510 --> 0:53:54,120 the documents and attack us of search 896 0:53:54,120 --> 0:53:57,300 results that relate to token four five 897 0:53:57,330 --> 0:54:00,270 six answered says okay price to act 898 0:54:00,270 --> 0:54:04,650 and about either universes stars the black 899 0:54:04,650 --> 0:54:07,350 hole or something and then the next 900 0:54:07,350 --> 0:54:09,722 word in the question he would ask 901 0:54:09,722 --> 0:54:14,010 me revealing what so nose okay it's 902 0:54:14,010 --> 0:54:17,550 asking a question about stars said provident 903 0:54:21,150 --> 0:54:22,380 you know it just goes down to 904 0:54:22,380 --> 0:54:27,660 what you're probably talking about and so 905 0:54:27,703 --> 0:54:30,630 it as can and what the ai 906 0:54:30,630 --> 0:54:34,080 is it's just searching for you know 907 0:54:35,730 --> 0:54:40,530 there's feelings ten percent chance this is 908 0:54:40,530 --> 0:54:42,870 what the person is talking about and 909 0:54:42,870 --> 0:54:45,390 when so as talking about this at 910 0:54:45,420 --> 0:54:48,360 ten percent of the time they wanted 911 0:54:48,360 --> 0:55:07,890 of this right i your thing i 912 0:55:07,890 --> 0:55:11,400 can get storm island because the servers 913 0:55:11,400 --> 0:55:16,230 i should have yes he is surfers 914 0:55:16,230 --> 0:55:35,130 usher i'll try that pretty sure as 915 0:55:35,160 --> 0:55:38,220 heck york and take a short break 916 0:56:02,580 --> 0:56:09,780 i think iran korea hey i don't 917 0:56:09,780 --> 0:56:12,120 know and i'll be back on and 918 0:56:12,138 --> 0:56:14,130 you know it did is to that 919 0:56:14,130 --> 0:56:17,010 been up all night i might be 920 0:56:17,010 --> 0:56:23,070 online tomorrow sunday but aaron later why

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