Latest / Verbos: AI og Softwareudvikling / #25 - Duarte Carmo: LLM'er i Produktion

Transcript

#25 - Duarte Carmo: LLM'er i Produktion · Verbos: AI og Softwareudvikling

0:01
Hej allesammen og velkommen til episode nummer 25 er podcast.
0:04
Mit navn er Kasper junge og Jeg er machine learning engineer hos
0:07
co dot er jeg ikke. Og jeg hedder Jonas og quiz
0:09
Andersen og arbejder som data sciences på ekstra Bladet.
0:13
Yes, og i dag skal vi snakke om noget rigtig spændende, fordi Vi
0:15
skal nemlig snakke om Vi skal snakke om large language models
0:19
i produktion og til at hjælpe os med at snakke om Det har vi
0:22
nemlig fået duarte camo i studiet som er freelance,
0:27
machine learning, slash software, ingeniør og jeg og og
0:31
og. Det var det han er fra Portugal,
0:33
men har boet i Danmark her II 7 år så men men derfor så kommer
0:36
det her afsnit altså til at blive på engelsk og det kommer
0:38
til at blive Vores første episode på engelsk, så jeg
0:42
kommer til lige hurtigt gik over på engelsk så jeg lige kan sige
0:44
hej til du har det hallo du har det du.
0:47
Kom ud for having. Actually is very worried about
0:54
this transition. I just Mathias danish inclusive.
0:56
And super. I.
1:01
Now on the going back because den er just the Beach er noget
1:04
transition, så ja. Wacom hvad kom du dot very nice
1:10
day one til joint. Jeg er så just 12 performance in
1:14
danish about you will be about you would like 2 hear more about
1:18
you Justin mit watt 2 forward start august one 2 briefly
1:22
explain what you think about episode end the conflict overall
1:27
headline s live language models introductions in production way
1:31
youth of it before we study thai Airways stumbleupon your blog,
1:37
your blog. Han har haft midterblok post
1:40
call lars language models in production lassens land, angry
1:45
birds, supernice bog post and the wood like 2 fuck bill
1:49
episode op around this blog post end of god the poison you of two
1:55
years but perfectly division. Du har et tell you the.
2:02
Right thing. Jonas.
2:07
First we want 2 do the jazz for mythic of danish first avenue
2:12
chat now that you and i en teknologi til fordi højest 2 get
2:17
the youth with you with my danish så ja.
2:23
Projekt jamen de ting vi synes også så udbyttet om i word
2:29
marginal fra who ismen vinde i Danmark.
2:32
Levering her forbød seven jeres it mere seriøst.
2:35
Great too many words, the job that the company for well worth
2:41
it. Strategi project management
2:43
winery is the eu's why is the youth with cooking in positions
2:49
reaction coaching the west end, så ja, så er jeg godt må indtil
2:54
Technology. Og så like dette rancho ting
2:57
like around CG hvor consulting repr fra wild.
3:01
Den eventuelle større working with companies can of swing
3:04
relief boblens they do so fo release the changing problems
3:09
like and 2 Anthony companys comwell like the one of the host
3:15
action 2 sofaen i forhold til amex of the software side.
3:19
The machine learning side ens rector side that the most
3:23
important sandwich the people site, så det tror jeg nok.
3:26
Den er korrekt, så ja, jeg sidder ved det væsentlige altså
3:29
den nattøj. Iron marathons 2, the cloud and
3:33
the yihe fra mobile my blog with.
3:36
Any. Billy rent recommend all the
3:38
lines you Black berry, nice on reading a couple of the blog
3:41
post and religion en joint så ja.
3:46
Så jeg satte jabra altså det her company.
3:52
Jeg hedder jabra headset. Ja.
3:56
Small small headset er det Vores gold plated.
4:01
Nej, jeg tænker godt, for så må jeg kæmpe impact gift.
4:08
I Danmark nok de unge i like had fun company guys afry alting og
4:13
de var der 3 tilbud i begge her. Ej han havde siddet thy brands
4:18
af massive industry not 2 like the hearing aids ho city of
4:22
being of sand of those rights Danmark.
4:26
Sutton in odio. Også ok for one at oticon, you
4:32
know? Så så det det de work on the
4:37
coast får. Vi starte the work with the
4:40
signal processing software. Så ajax lige started at jabra at
4:47
altså Sydney season in the strategy departments soi dette
4:52
mix of like machine learning and management you as you can see
4:57
that the Blue Water kursus i one night så det her Det er city of
5:00
study lines that is set in one of the lines and you like og
5:06
hardcore programming and then i got position Sådan jabra en
5:12
strategi because it was really good health funs vi kan se just
5:16
read all the Technology. Its all time, så i New Dynamics
5:19
of all. Men så er jeg uenig i fordi de
5:23
indtil da, så jeg kunne også hoppe dem planeten DF how the
5:27
company is looking at your refund outside where companies
5:30
young and things like that så det tror Jeg er godt.
5:34
OK. Bramming like.
5:37
Well i can. Og automation tools around
5:40
tragic sending email différents academics 2 give the wild things
5:44
the happening so getting you know that in the city her theme
5:50
by ending Sådan mig slides status for line things ej.
5:56
Det var med en steward i nogle red hat linux on the great and
5:59
main frames the west. Økonomiske er din coach med stof
6:04
bånd ok out of. Class.
6:07
Det er longworth midt i den tracksuits repeatly.
6:11
Så nu har vi. Fuck coat når jeg øverst no
6:16
binding Sådan noget ej lo indtil da command thing and type
6:21
hvordan looking for end of every time you the shame.
6:27
Nu og min præmie slik is the spirit effective in them much
6:33
more efficient in messing vasket right godt youth go back you try
6:39
2 go back 2 this go den tastic vi kan se the good things is
6:45
this coming back 2 new. Hvis vi vil.
6:55
Grebet lidt til jumpin 2 the blog post den konflikt
6:58
lillebitte about the language models in brochen på casino the
7:02
past like the recent years of just pick the allam yashin say
7:08
just crazy. Sorry at du er the poster i ja
7:17
vi synes vi ser en eksplosion. Men tallet er bare the back room
7:23
ground for the Black coast. Det er basically ja the big boom
7:31
i putting out of grey one South city in with the past.
7:37
Iran slowly not the working for a lot of lake startups at the
7:42
time, and that was very, very hard. 2 do this Technology fast
7:47
ved cass the UK working was very proud 2 language model the get
7:52
well get into it and so what things the new?
7:57
Men den er i tots let og hvis der ikke.
8:00
Men en ny uncle was mick er sin mest that open air.
8:04
Youtube you the blog post off. Yo no bi who ingen nobody er
8:12
swing Sådan switching 2 know everybody know that you know,
8:18
right? Jeg ved ikke hvis du ikke hopper
8:21
eller ej, men like machine learning Jeg vil ikke ja what is
8:25
at? For i dag sagde heller ikke ja
8:28
dig Jeg er en sød jeg. Great great no not men.
8:34
Jeg er ikke så let. Hvad der svarer jeg story the
8:39
blog post Black watch this will not all lidt slikke end normale
8:45
with the bubbles is the same thing er også her ved blog
8:48
posten NFS www.twitch OK difference scratch the end of
8:58
watch the event. Der er great way of the
9:03
exploding things. Lidt lidt spild end.
9:06
Ja, exactly the people through the way the getting the hands
9:14
dirty and that you get your hands dirty.
9:16
Realiseret NFS watch any n packages is what igen med but
9:22
now if. You Det er den almindelige
9:27
realistic men er det så blive den 1 sang at de er?
9:32
Jeg vil sove ting end snot thatchers one com favoritter.
9:38
Ja the great. Jeg så så what you think about
9:43
you? Click on the blog post,
9:44
throwback about hype versus reality så har du i feltet bout
9:50
that thing will mostly in right, så med beauties say something
9:54
about the least. Secrets og i think frisure og en
9:59
thai persons reality. I think im not great person
10:04
tomac predictions right? And i don't want 2 make
10:06
predictions med iscene lot of you can't really is really well
10:10
så actually falu os vel også sige at nogle af mine like min
10:16
venture Capital throwing my alle de standses eventuel things work
10:21
with and see the filters you see things that are going well and
10:26
so i can not point heller ikke. At det, at jeg jo skal sætte
10:30
completly felt it really hard stougaard vi kan people on the
10:33
surface ting som the really working well, so you know what
10:37
the hype, the hype, the godt hypecat right way down they
10:42
double view the allow of like this is not the life and the
10:48
stabilise around good nice and productive use cases.
10:54
Ja, i think. Iført in the summer, the war in
11:00
the land of the deep throat seeblick was more because like
11:04
people who vacation and holiday. Ellers kan der accelerated igen
11:11
after the summer catch. The recently exley sorry for en
11:17
thing but really is zoo andre you know this coursera ja her
11:24
talk we talk about and. En gave Som examples of
11:28
companies that were on the hype that the room very, very fast
11:34
and the chest plummer summen things that they the produce
11:39
from from from allermest was basically just like shallow.
11:43
Interface overrun topper the tuck nologi that was already
11:48
innovative do this point and the competitive in the iPhone kamera
11:51
out and soon made like an app for turning on the flash light
11:57
and will så cremen på et sølv for x Mount of dollars ride
12:01
onkel ipost basically reproduce så because i was so easy. 2
12:06
reproduce edwards snow not worth the thing because nation was
12:11
already Det er behind that, you know?
12:14
Little guy whatever som hun måtte ja tak ff applications
12:22
that art 2 shilo tons of the Technology dets underlag ling
12:27
anso the world just for you, see tweets 2 replicate.
12:34
You're like start up in the space.
12:36
You should be worried about, like how relevant af mig end
12:40
just go hoier maybe even and you know it et spil crucial 2 think
12:46
about okay, how can i bill something that is proprietary?
12:50
You know the only i have some not just on oialla www.thing
12:57
around the open. Heller ikke jasper og jeg, for
13:02
eksempel all the cell side of things.
13:04
What are basically API ikke hvis rappers end beton er det?
13:10
The fact that you prepare for the future.
13:14
Will point. Det er faktisk at United profil
13:18
som en if your rapporteur sang Jonas just the rapper allround
13:23
bane i den you make sure you very best sure that your
13:27
interface i crawl experience i crawl et like if you not
13:32
preventing any thing on top den heller ikke Det har sat.
13:37
De falder ind i har grise caspary ikke det sals GBD ting
13:41
der også her til douche fly ofte under mine ricco the great.
13:48
Not my point og at et stykke fra Andrew knott.
13:53
Sidste 2 credit bot, der står det really really spoton right
13:57
hej prøv lige at the fuck is op for, for Det er den formelle
14:01
dewey end efter. Also see this at my work at at
14:06
jo have this tendency two way that the same thing they have
14:12
out der ja wow this interface just want 2 say mathis interface
14:16
because we can you so yes interface because its not privat
14:19
on off over this is not compliant som Henrik Det er en
14:23
avebury want 2 build the small privat PT end.
14:27
White, bright and jamen ja will make them because the company
14:32
Sådan i det kind of privacy og whatever it is over may 2 plug
14:37
opnå jeg mit barn staten et nice 2 have end accepter between
14:42
dad's one OK thein of the west of value in the question ja så
14:49
compliance is not likely just completed.
14:55
Så ja så så den exchange point in the post det slike New York
15:00
case, right? And the you talk about, you know
15:03
two things you use og Lives landbrugsmodels for richie
15:07
Matthew Green with and its very useful konflikt distinction 2
15:12
make in order 2 think what you think why jamen Der er det
15:16
scenery of tasks like you one 2 generate an email, for eksempel
15:20
one 2 generate something men den der stak af predict tasks.
15:26
Ja og så er carry. Ting eller ikke at tænke på det.
15:33
Men, lot of times in classical machine learning, vi får of this
15:41
alle lam ching happens all of the algorithms that you reduce
15:46
og algorithms that given input will classify interessert den
15:51
tanke classifier øvrigt som sort of like algorithm that i timese
15:56
algorithm så icos prithas og given in but you give avery
16:02
Dominic output in the two. Classify a walk 2 regras og
16:07
outlet too give label 2 simpson of tax and its way of categories
16:11
in of guests. Some of duty is only
16:14
traditional. Machine learning algorithms are
16:16
even al hans nowadays and the very defence in my opinion, you
16:21
case is generally your caseware yol is too the picture of the
16:26
sentence og yol is too right af nordicals give en apt the
16:32
completely different game er nu gået også den måde Vi har vi for
16:36
lidt vi får this revolution. We will not work.
16:40
Alice is not working in all of them.
16:41
Set the many cases west 2 generate new things that you
16:47
take the sessions based on things that exist.
16:52
Ja så wineries at d end Open i. Et lille rede for generating
16:59
ting som generative discs and of course the ways of using open
17:03
air angreb de farlige predictive dansk stryhns opinie funktions
17:08
og uzan fintune something smother what is web t really
17:12
excels in general of tasks? Ingen tjener det rights on you
17:19
can't OKI go ind til generate something den jerzy generating
17:23
then go for åland city in goal var det for at tracke 2 the
17:27
prediction, så if your goal is 2 classify reviews og earliest do
17:32
you like tweets? I heather whatever goal is all
17:38
your first thing they jump 2 the.
17:43
Hvordan? Ja.
17:46
På grund af pushe lillebitte back her.
17:50
Ej ej completely red at vi sommetider have det slike now
17:55
have universal hammer oh my god hvor kan just.
17:59
For everything. You have an application and want
18:04
2 implement this in some kind of like engineering, fashion and
18:08
engineers hay on things take hvor den som meldes af sands
18:12
right? Let let at putte et af disse
18:18
mother fucking big mols. Sorry for the kids out the Det
18:22
er so fucking slow and youth and the you know you want 2 protect
18:27
like the labels. I feel er ikke et slet ikke you
18:33
putting ja så fik 2 back 2 the task but Casper hat one really
18:39
good point you the day that in terms of resources what it takes
18:43
two prototype som classification and actually tasted som kind of
18:49
production environment then show it and see let is this is this
18:53
data over classification worthing?
18:56
I kan blive really really fast and running with generative
19:00
solution. That you cannot push back?
19:05
I just eat. Det er slet ikke det slet ikke 2
19:10
step thing the Stage ja you the generative solution first 2 like
19:15
prototyping i can do it really fast like in a couple of course
19:18
you something 2 somebody is er okay with and make you can go
19:23
little bit felter end den her prototyping in production
19:27
environment kind of thing you can do in a week of this testet
19:32
en AB test thing now you have a great set up.
19:37
Så ice, ja, i think is the new the table in this area, but of
19:41
course. Vi ned 2 said cells vi kan stay
19:46
with a solution but expensive et rigtigt ja så ja.
19:54
En prediction is why we know what you're og brøl image smiley
20:02
den workloads normally whatever way the prediction i dag no way
20:09
in the wrong thing in the enjoy one we can step back.
20:16
Det jeg egentlig siger er en like whatever.
20:18
Vi burde type ansat i en Black is white point that and i think
20:23
i så det sidste her er yt her hammerich kanal with that
20:32
specific case where you wear what they simply have very
20:37
simple task, which of five sentences and want 2 fight with
20:41
the santis is most similar. 2 at at targit sentence and the first
20:46
thing that my mand like mit team.
20:48
Som deimos hey godt Vi er coach sanctis win thruster er slet
20:54
ikke wake wood også just embed the San Francisco using sentence
21:00
transformers der havde sin øl for you know the way in bad dem
21:04
du kan sagtens simulere de en bom i have the best and the will
21:09
and they taste outs and actually profit så ville en excel which
21:15
sentence transformere august en god conscience similarity any 2
21:20
point foran computeren. Antal job de preprint five in
21:24
for for was one like the procent better the west Street times
21:29
slow and finance more expensive 2 write and within one.
21:34
Of, you know, a lot of people can Sådan lige no understand
21:41
Black, okay? Ja, you know every you know what
21:44
you 2 be kind of like you all complex in the technical machine
21:49
learning solution i natural language processing processing
21:53
solution. Kan al of people can now
21:56
actually think about internets of pounding chat BT, for
22:00
eksempel effects of your climate change by du det hvor hvor det
22:05
slike for som use cases it is really not the optimal solution,
22:08
for eksempel what you see her et waaos 2 og atleast word Office
22:14
in 2 you can of embedding for eksempel also for eksempel hk
22:19
emilian san francis you tube you compare two young run eller
22:27
rock. Slow et smut expansive end et
22:33
presset lidt låst, predictable is well and then like we å er en
22:38
meget god døgnet og comes the gates of Jones cricket jubii
22:41
chat room the pick i money on you that i went 2 the sims of
22:47
general of task that it can is the ultimate within the business
22:52
and the like. OK wh this one way of five?
23:01
Løve. Story because ej math fan of
23:06
things that you i love the things det jeg sover total Det
23:10
er copy of all kinds of things. Det er completly under valuta.
23:14
I love Victor data basis without the name search engines over
23:19
Victor in search whatever not databases bot because you can.
23:27
Så winnie Assad, the senses transformers.
23:30
You can basically take that if you know the importance and you
23:35
can thy og classical machine learning.
23:38
On top of that and down stoffrit like have really good classifier
23:44
from. N trends, som det ser ud, er det
23:48
sværeste. Men i den her by bageri dame i
23:52
call it is not down. Det er jo ikke de jo kan være
23:55
niende i test Sådan et advantages read that you never
23:59
need 2 open jeres indberetnings jo så lige se hvordan min right
24:02
lake et you can you cash jeg bare accounting.
24:09
Det. Kan.
24:11
Men still there, you can take it down and you still don't leave
24:17
clock. Boy actually er importøren for
24:21
sit because i am in religion ity of you choosing a way too
24:27
complex model for shopping som terrorist win ace of you were
24:31
simply one night live. Example, for eksempel aunty USA
24:35
som tekst classification problem itu som bird transformer, en
24:40
coders style model best way no because we stream 2 deep
24:45
learning which? Hvor det ofte times i codon
24:51
Justin Scott with you know what the FDFS classifier, for
24:54
eksempel using altså kilo så at the case may think you know what
25:00
it was. The simple solution first 2 see
25:03
how fucking good and then go up right that actually er and then
25:06
you following dette logic it will be stupid 2 fight start out
25:11
of classified problem with models that actually know, i
25:15
think that workflow i think is going 2 be back in the future
25:18
and all ikke hq. Sig mig selv, do it can actually
25:22
starting the large sandwich model tucan of life just.
25:27
Right? Ja jesu, why we will prompt
25:31
runner bunch of data and of like almost actually go like approach
25:37
in active learning problem sort of any good the example can of
25:41
like figure out like har because også min you can of star one 2
25:47
billig classifier you think you know the problem?
25:50
You think you know how the death of the who then run et Black
25:54
altså Sådan en instruktion til last christmas møllers annonce
25:58
just sent you start 2 realize that there is a lot of cases
26:01
that you think of any way you. Why not?
26:04
Very spaces specific in the privacy right?
26:08
Så i think you know dataset generation for klassifikation
26:12
problems, but also like for like this generation problems.
26:17
It seems you now textbooks and unit papers and this et senest
26:22
like et general. Datasets k 2 be achieved thing
26:27
in one big part of now, the big productivity boost for the hole
26:32
machine learning at least one p framework online.
26:37
At tænke leverage dem 2 create datasets i think it is great way
26:41
gå ind i body and then we realize it ting jeg ikke at
26:44
expansive en god bog den gode bacto tid til det simple.
26:49
Funny thing you can also you can actually just you can actually
26:53
make i noget lige lange model and the dataset smalle model og
26:57
et rigt eventyrlyst. Extract.
27:00
Du var derude. Det faktisk er jo også noget
27:01
lidt lækkert til Johnny slet ikke normalt research on the
27:04
gathering at the temple fordi nogle ikke using the creature.
27:09
Det er denne dating what? And was something cool.
27:14
I prefer the good things. Hl in production.
27:18
I think it will create New York in one thing, this is really
27:23
good at it, general things and what they do and.
27:29
Complete new town. Start.
27:35
Dexter vi takker bout deterministisk determinisme
27:38
eller like the terminal ikke versus the castle Clinton system
27:42
one alt ok relating 2, the predictive task and the general
27:47
of tasks så. Jeg.
27:51
Ja min familie, you working in machine learning, iot og machine
27:56
learning problems in the machine porno mobning bruns IUSARA more
28:01
of the termin nistic nature annis's give en en input your
28:07
model og i give you know hvis hals several edge cases, it
28:11
might not always the case with you doing models in of
28:15
surrounding unittests annike detect and the models whatever
28:20
the play model. I know what you can expect from
28:22
the model in any så mon acsh words with this transformere
28:27
predict der can analyze created and iron and can do exactly what
28:32
spurgt prediction now. Something which haft 2 the shape
28:38
and tools like the game, the retos reality out of them all
28:42
the way out why predicting sang dans så i think the story of the
28:47
machine learning Black box of the peace of you doing in now
28:50
you nat segmentation will be the effective nat preetzmann back
28:54
bone OK wh som thing like clean og mønsteret for you can explain
29:00
why things og happening now in the case of de and either with
29:06
cast ikke. Af church of things like
29:08
temperatur, let's play round et whatever your prompting de så
29:12
mødes vi ved godt, at det somme ting, at United specs og The way
29:17
see and i think that the end in now iron disse what the match og
29:23
jeg tænkte ry som the father Championship i vallø end en
29:27
tøsetur connection yousee 2 tast your language model Britt in its
29:32
pure forme et samfund ligesom alot more stochastic and those
29:36
that more cowbell you. Da de nåede heller ikke have
29:40
several stories of something like for eksempel i kunne have
29:45
mørtel at which basically generating e mails.
29:49
Most easy says fokus i malls and the pro filer reserven person,
29:54
and it will generate en e mail speciel træthed.
29:57
Percent and the motel was great and people with super happy with
30:01
it end business women investing wellies was the wall road and
30:06
email in spanish. And what what?
30:08
The health which was young spanish and rear lights.
30:15
The profile of that person, hvis actually regning spanish and søn
30:19
jep de her seating spanish in output e mail en spanish men så
30:24
things of ø great time. There was a great thing, right?
30:30
2 her. Vi fik ting ind IE mail og i en
30:39
privat sø popout and så etherne foils around at twitch youtube
30:46
prepare for the så Der er stokastisk nature of the changes
30:49
in your carl høy and of rapping leasing surround ep'en say think
30:55
that you like your business business repetition panser.
31:00
Whatever wellness er ho ho letting the things loose in the
31:04
product red. Næste boot right like hvis Det
31:08
er en go by the way have tools like guard reals i thing from
31:11
Daniel white nackt con of hell the right the west coast with
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the two House home slettet siger Johnny gat right in the world
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the 2 learn how 2 deal with the stokastisk nature distance.
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House branching det så er der ekstra Bladet Jonas.
31:30
Så well. Af calle ikke tager hash som
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great stories for win win win the vince was right.
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Eng was basically talk 2 2 2 sunrise no business reports of
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now if you given this report, please give factual summary of
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what was up and down and this ja.
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Som times like really? Small af min disse nothing vi
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vil sige en chat version 2 day because i'll instruct dvd model
32:07
dets very much more prone 2 2 small town variations.
32:12
The Woods basically siges om time da de er for god og for som
32:16
reason that the report was created over like so et et steam
32:21
deck edwards supposed 2 continue the context.
32:24
Edwards basically just making up more 2.
32:27
The report the summer i matchen at bekoste instructions on the
32:34
top eller ikke sommeris et et basically camera out of you know
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at attentive space, so it was was too far away and edges
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continue. The report så that like a funny
32:48
thing, så det something thias observe bowis have this human in
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the loop han er også actually 2 say what your your case the
32:59
emails is like. Der er stadig generel.
33:02
Jamen wow put dette out there. En Lisbeth k wh like would like
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sails i mere så nellike du kan også.
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Johnny cash, the cost of fall in certain cases, i slow the cost
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of this in the case of the high end of the slow issue, in that
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the bet bet that this high eksempel i en americano on the
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Financial report winnie Factor den watering that they do you
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like it is the cost of what the post of you i sit hjerte i sit
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the. Space, where you evaluate the
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generative. Output is not really is not
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really well like in the twinnings around the lack of two
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things around that oh ja og ikke vil have what?
34:00
2 say, why is the tasting one er ron unitas og whatever tass egon
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i spansk API tokens 2 test the United states is som company.
34:14
Som company Det er jo en der expansive like.
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Reel prompting thing, we just the food you really should they
34:24
got this ride? Ja.
34:27
Der er et reelt expense fi do they might så som times mappe i
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one two 2 bring some of the two the game friends dens en
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betalings, you know, and you can sort of light we do something
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exley ww vi en båd click on the sentence level in check that og
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against the generated stof så vi have zoo ligger.
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Når Der er ground truth but you part of the proms been checked
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against what they produce. Jo heller ikke sanity checks kan
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så du fx say OKFSFS why match in this?
35:08
You know cocain distance of disse matrices den der
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somethings røg og something rom right så i kan do that kind of
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the case knockout and then siger okay let's igen what it really
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like minimal. Ting siger kan dø at the moment
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sove ja. Which ricco i actually check
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whatever the user and water input 2, the moral ens 2 passer
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aventure business schools in the keyword matching and whatever
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token i generating word streams of this is check this then that
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nothing they were expecting comments out why i den her rolle
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for the right email in French. Altså det.
35:55
Samme. What the fuck?
36:02
Og vi får because vi on the topic of the term nistic end
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stochastic i ikke lige have 2 flasker af at question.
36:10
Vi kan også. Ej en å red jo you this part of
36:15
the post is like hvor Der er overpris for debut'en quite
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deterministisk actually because you have a waits end det Jeg kan
36:25
heller ikke konstant so if you have given the tokens end den er
36:29
i shot. Why do the next toppen
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prediction is not have the ranking of tokens dets
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kreditorer nistic right is nothing in next time og give the
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same tokens. The ranking of those predict the
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token shot by the same. Befor er de jo ene kind of like
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beam search over malthe one token South max year old hat
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sowie den non like the sun, the termin nistic nature of it er
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Sådan et Sådan et part of the actual search for longer ligaen
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op til mindst probability evermore sanctis what you say
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that they come in. The classical top i top dance.
37:18
Shhh. Så Vi har valgt tokens and can
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actually you have the property the tokens any how, the actual
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like the three of different possible and finans watch party
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the Black one take and think in the show temperaturen think that
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we know the same with in harrislee distance of the worst
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case altså. Klik på dansk fix all of this
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and get the same automotive. Ja og der vil vi prøve også
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blive dømt solution right? Så nej like Casper sat mit hus
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lugter at jeg questions just all bitch now from your links
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Championship så Casper. Pretty nice link in the blog
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post. Jeg trænger til at se hvad der
38:07
kan så nice. Eksponential basicly så winery
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generates text from any of these models disciple store open air
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model, whatever the model is lama and whatever.
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Men tokens and what you have much of teknik strik top kan top
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et whatever the temperatures doing is basically FE us if the
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temperature is very den prøver bility of generating the next
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cancel r body match uniform. Så Vi har vist sine probability
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of generating whatever the nexo knights the if the temperature
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is really love the funny that people in the single token token
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Så basically the temperatures religiøst zero Dennis very like
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et et sundheds dets specifik token number one if fc sand the
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temperature den i haft en different tokens til problemerne
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de equally distribution and of course in tweak temperaturen og
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wicked zero right that the point of generative models in the
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general de kan blive in the first day of that was given the
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city night stands in and special in business contact with the
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Journal of human in the loop. Johnny able 2 give options then
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say the generating så of course the two new vi kan træne med
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katherine nistic chemists for såvel Det er bygget vantage of
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them and so. Det er sent, men hvis part i
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totally agree han er tænkt til en excellent point at which is
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not crazy. Ja the great point.
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In reset, the standard. Hvis du vil sige som som
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variation watching on because you control API som man også
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deres. Erfaring like we om tuning case
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zero because i like most of the time is the same accel Jeg har
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den experience. Ja Der er vist nok Det kan man
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faktisk. Og endnu på jer europæisk
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interface one of my dirty secrets et fly i also you can
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see selv see the full spectrum of all the possibilities so you
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can. Opener generator can actually
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see the other than the Daily generator the word and in.
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Place. Ja.
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Turn on the feedback. Prøvede jacson i able 2 see
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which we would like leeds after the word of the world before so
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men også er 2 you from the get 2.
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The front side of the blog post midt i connect the fight 2 the
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front in the in the right direction hvad vi får for lidt.
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Det er noget af det der tvivl. Tak.
41:11
Lille. Ja.
41:16
Okay så jeg så ud lige stings like it really the greek.
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The usual ting about these laws, ray disc casting nature of the
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coast. Ja.
41:28
Ja så har du jo the breakfast ellers august hilton lake how 2
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handle this right beauty and care of light of the answer
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what? I think a lot of people is kind
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of like scratching der hed king what?
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How you can tho? Can of light.
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Behave sand. Så det første du en samling af
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de relevante something anything 2 get your language of the same
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thing den mixtur et suhtes make sure your all what you
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interested in the general aspects of things and really one
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sentence og som dan in the large language models all very
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pophits, for eksempel i The square, let say i have the list
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of items like a list of the items that you can let you
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release the yoke web page. Annonce configure tabel 2 Black
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swan i hd clip in this specific chef word in this specific
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chance on this one, whatever right and the machine you watch
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one table that looks like the midnight in fifties den youth
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booked all of the configuration propper possibilities, right?
42:48
And with the land light model, look at the proms what the buff
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like table white and the output Jason Jason watt dosis
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configurations visualize the webpage.
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Når specifications in the world, the great wall 2 look at what
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the mouth is of the description of the tables in one 2.
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Watch this plan sæson i The one 2 makeup characteristics try not
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specified specific ting gives the room key that you see on the
43:20
web page and hvems have simples for the function calling, for
43:24
eksempel where you can actually the fine.
43:27
Pige ansigt går i dette gras model for the Beach is outdoor
43:31
som sort of age Jason specification lille jack jack
43:37
godt. Hvor mange wikings?
43:39
Output vis hvis formål og ikke sagt at jeg.
43:45
Ikke lov til at give det der ene arm with the string times for
43:50
eksempel. Auto protect her.
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Hvis så sidder perfekt her the logic ronit du mega fra whatever
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en masse dets end South heller ikke de store dicks smidt de var
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også Sådan noget comfortable with signature right så på The
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guardians you need 2 put the round et mix the home with Jonas
44:15
er der ting things are fantastic with you in the case in the
44:22
Woods generator, for eksempel en back 2 back in this really
44:26
writing, this allows shine this way.
44:29
Det er det mek som man shoppe i Serie sons duet.
44:33
Det er prepare the cake exact. Så ja.
44:38
Det kan man ikke du ny på. Send the work in Media dot last
44:42
han. Vis mere komfortable right?
44:45
Det er nok putte ind i ting, og Det er det her Sådan en der vil
44:47
tackle the check et slag ind her.
44:50
Diskussion et Smith til discard. Vi kan se her forbedring
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patienterne var hård. Okay, så lad os tage et lille
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bitte by the future because you are talking about the blog post
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Award developing and application using the da vinci three model
45:09
han har haft model derovre available in the best model that
45:12
will be for the PT 3 point light turbo camera and then you Sådan
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et watch out like this new chat protokol with messages and know
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that her https Jeg er foran actually 2 day recording.
45:30
You notice that he just annonce at checke ja of light star two
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accept vision and you know what the right and how jerne ja, just
45:44
a couple months, right? You coach just be broken or
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something right? Jeg håber at Det er what they
45:51
can. 2 conflict jeg hvordan jeg så så Harry cox like make sure
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you think about that what is. Ikke point så ej whipping
46:06
something for gæst i west Virginia the case with
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generating i mailen i Vores all about ja generating dem så let
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people like this saturday we all the future in the west the
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complications p right den i wish.
46:28
Couple weeks before after literally lake the point fcm
46:31
southwater holde new p interface for for for kompression som high
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wow kan have the right den er en tonic thisis classical software
46:43
engineering perten problem is the strategy pattern of the
46:48
interfacen. Vi have different strategies for
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det samme interface and the city the ingeniører mest like you
46:55
depending anne PI. Unstable given the progress
47:00
statens wat så det synes det tegn eller hatake hvis du
47:05
abstract ikke which we know ACN abstract class metoder i årevis
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way this was the time a sat i with the pattern which have not
47:16
that lots of dimes ej hate when the story of the software man
47:21
bør genoverveje tracking er en talking about single dans iii
47:25
hat så det skal du slet ikke okay ej will implement strategy
47:29
pattern. Sat i have the much vi kan tage
47:33
hele why we basically product around the right, så you know
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the shift over night change all your browns, everything is
47:40
working. Now i have the system from the
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wall ikke avis The change fast and so it can of the apparent
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why do this what ever change with one er også et stop using
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the complications pige i package and we Street fordi PI world
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easy 2 operate like this world and den her sø.
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The point that they want 2 macs en avis The wall efter vi kan
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stille relish for after this after one of the water and
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actually whatever 2 adopt the future en amater of like the
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crows Der er også en production end de experience for the cosmos
48:19
was like in much water and the point Series nothing så er
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continue ikke annas very much of software engineering principles
48:29
with the machine learning one way.
48:32
Det er youtube så synes you the change in interface changes 2
48:37
this interfaces will change the witcher.
48:39
You can kind of change wit and make your life eso thon maker 2
48:44
your thing abstrakt factory bruges af The who er det ikke?
48:55
Og dermed ikke white change det ja så ja, Det var et side of
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southern mounting i sophie's for eures så hot young something
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from the city as well. Vi kan se wacker live feature,
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right? Der er the great point both on
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the side at yachten tøver. Due design patterns all around
49:16
comes out how 2 do than in any one has read the design patterns
49:24
book which i highly recommend i dit red.
49:30
Endda også havde startet using design patterns selvmord.
49:33
Den er startet delite very much because.
49:39
Og just the mostly 2 2 learn the patterns and you want 2.
49:43
Use the right because we can 2 post your design patterns all
49:47
over the place just because he is now.
49:50
New lille bitte by theo, så jeg tænkte at every good point end
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good 2 hear that at the strategy pattern has not left in game et.
50:02
Det sidste gav de gas. Så var der jo familie atlant
50:07
chain og ja så hvad er det basically one giant strategy
50:11
pattern? Read the weather står også and.
50:16
Mens jeg var. I.
50:34
Jeg har så læst, Vi har Vi har løst til for now jump the like
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so streaming versus patching kennewick plane was that all
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about? Så nobody likes clicking button
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and the waiting the five seconds er click the button and within
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seconds while in detail the first ting Det er dog en looking
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in, closing the right whatever you er skidt something that you
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see the complete alt sit gods by out of the clones chat interno
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che des complications whatever the already use like, i have
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worked with seconds from the complete.
51:22
Så en avery produkter i wildwood GBD og e Michel at de experience
51:27
of the customer is pricey antydet meant 2 you stream det
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her resumé kan billig mother's er en fast pige fra python og
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The streaming respons er 2 news twitch stream and things that he
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was really, really nice witting experience switch video
51:48
something. Ja ja jeg mener jo haft watt
51:56
seconds frit drikke tønde her. Just imagine charge party
52:00
without streaming. Også.
52:05
I streaming apps yout streaming. Odds end at the point of the
52:12
Black morfar finanswatch AI cover letter generator sites and
52:17
nice pants like. 20 dages building the website we opened
52:21
and everything hvad der her 2 spend the food days building the
52:25
friend just the way the streaming respons down in the
52:29
experience of legends the nights vi kan i spænde all the time and
52:33
then lake i frue machine learning ingeniørs going 2 the
52:36
front ends Michel at EU experience so nice and so you
52:40
streaming this the moments Christian mercy, something on
52:43
the screen is that you get that is not waiting thirty seconds.
52:49
By. Hell.
52:53
Det var vinter great swingers thirty five seconds eller.
52:57
OK. Ja.
53:00
The fast i Det er haft tools for live streaming hos monty python
53:04
the scenes. Hvor er det bare stream lidt et
53:06
justice le site note her way især stream lidt essity just
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recently started using eller streame lidt så jeg.
53:15
Page refresh. Actually og instrumento kan
53:20
actually fake også webstreaming respons.
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Edward said at using fast for l'autre using fasts ã i and the
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åbner ipad path package, you have the stream.
53:36
Ramme 2 like a created chat completion and you can basically
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just loope asic cooperate and it pretty easy on the web socket
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end på Android things like that even if you want.
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En fast i phone, even in the web socket.
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Ting i okinawa p altså default stream streaming response from
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the best way was the framework the yes et style things as the
54:05
response you can basically all the functions youth and point
54:10
you searching the beasts and however the friend engineers
54:13
integrate the problem with your box.
54:18
Det er der også lidt af control. John, you can do it very easy
54:26
and et feltet match ja because you have experience at dansk day
54:30
one of the two one two way. Nå her now.
54:37
Great finally så wear clothing en fagmand timer something like
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this because vi også haft respect your time.
54:45
Du har sat that lets just talk about kan faktisk få låst point
54:51
in the blogpost watches like from the king Brown til give
54:55
aways heart simple question how the country?
55:01
Så ja, jeg ved det. Ej det i stk science of vindue
55:07
ikke end of their tools et togt Kasper both know what tokens are
55:12
you in every thing is that just version control in from the con
55:17
of the thing the most flashes right now i fussingø barris de
55:23
PI de the prompts now for the proms.
55:29
What you want? Ting Der er også 2 says at the
55:35
image is whatever the guides, the winning brunch for years
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opener jeg azure no theos down 2 the bunch of leaves of asturias
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af cortana water front, the p browns, the world from the
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already and so the people have alineas in front ingeniør the
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walking dead company for you whatever technics the House ikke
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Det er et problem. Gratis for dette site with open.
56:03
Jeg har også haft sin research på youtube han inspiron så read
56:06
on the Andrew what the browser doing art.
56:13
Ja, lord of light tips og tricks, and you know that you
56:17
this is the Super Bowl for ja. Har du bare.
56:23
Et frøken Premier Chile, jeg mener ikke just now and how you
56:27
like, der som tools coming up with crompton that it is really
56:31
hard 2 know the small change will come back 2 you can have
56:36
all of this right of the way you want the prompts what is that
56:40
like? Tasting programmatic et jct.
56:46
Ja ja. Generering af Jonas.
56:50
Jeg er ikke. Wee til 2 2 head like the løget
56:58
pro på como API. Men i et show more information
57:04
please. Det gøres med mine problemer.
57:09
Just the two hard 2 do anything with out dem ja with så man i
57:14
deas in my head of how can? Draocraft end end end end, you
57:20
know der ikke vil have this want 2 make you the con semantic.
57:27
Tekst splitter liker semantic wear tec splitting because it
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for retrieval og gentager ration in one 2 split the text end end
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end end profit places for youtube bet and retrieve bla bla
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bla bla bla ja så Vi har den her gear the holy https www.just
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know that graf so you can see the way the context is switching
57:49
because it is going 2 be reflected in the probability
57:53
distribution af alt hvad du kan du kan du tricks like Der er men
57:58
jeg dont have at the data you only have the tokens.
58:00
Og min art så anonym direkte this something.
58:06
Men i et mor i New. Way som Kultur.
58:10
Der er også så og tænkte at froggy twenty five different
58:14
tools thing produkt engineer ikke.
58:16
Så må vi lige høre sangerne, fordi det må information.
58:21
Jamen so new for everybody. Ja, så weir on the territory all
58:26
the time. Så så, så Vi har låst Christian
58:30
think think that is worth while. Doing like spending time
58:37
adjusting prompte og something 2 like the game from.
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Er first inicial ting så what happens fra min?
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The past is in all præcis hvad der ikke kommer på et initial
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bromwichs musical list of instructions because the two
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copies theill liste instructions with me flops energi templet for
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things 2 do not then the first why we like 2 thank the business
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objective of winnie this. Men det sætter vi en social
59:09
generator stort thing in, og jeg tænkte what the complicated and
59:13
product manager og your customers enjoy what the clean,
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great thing den the part of lake adding 2 existing adding
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requirements of the know like the the words og now like the
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situation disse aspekter york at inkludere instructions right?
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Yeah yeah, yeah, the point where okay with wifi change you
59:39
instructions. Det samme ting with you this
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like this ned til Spanien the missing recurrence et claim
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hvordan man kan nok tage et. Brøndby going 2 finish bryster
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op. Ja ja altså bare fint Der er
59:58
spotlight. Show vil kunne ikke få en over
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swapping ind og book may we can of two year and here but before
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fordi hths i was in situ 10 ting Jonas med discussion like fifty
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mens into the Woods de slet ikke de synes nok til det her mary is
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the things that klima på really simple and easy control end
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sheppard faste du kan også leverage the final price space
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er min Alliance really incredible 2 suk.
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Ja. Herren.
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Ja og ja, den kan så måtte få turning.
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Du har en pressetur. Increasingly.
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Sig hvad Der er viby hos læsning.
1:01:27
Hej.