Kiro
This is awesome!

I currently have a small pet project where I think some simple ML would be
cool but I don't know where to start so these things are great.

Basically my use case is that I have a bunch of 64x64 images (16 colors) which
I manually label as "good", "neutral" or "bad". I want to input this dataset
and train the network to categorize new 64x64 images of the same type.

The closest I've found is this: [https://gist.github.com/sono-
bfio/89a91da65a12175fb1169240cd...](https://gist.github.com/sono-
bfio/89a91da65a12175fb1169240cde3a87b)

But it's still too hard to understand exactly how I can create my own dataset
and how to set it up efficiently (the example is using 32x32 but I also want
to factor in that it's only 16 colors; will that give it some performance
advantages?).

~~~
nl
[https://blog.keras.io/building-powerful-image-
classification...](https://blog.keras.io/building-powerful-image-
classification-models-using-very-little-data.html) is what you want.

------
cosmicexplorer
What is the meaning of the "?bare" query string in the url? I googled around
for the meaning of query strings on the github site but only found rnandom
repos on github (not sure how to narrow the search). The first time I tried
removing it I saw another folder named "to_do", but this is gone now so it
might give a version which is cached for longer somehow?

~~~
cosmicexplorer
OK, found out what a bare repository means and pretty sure that's what it
refers to. Still can't find any documentation for the query string parameter
and don't know how that makes sense for github's repository view page.

------
blauditore
I'm not sure about the rules, but shouldn't posts linking to own, personal
projects be prefixed with "Show HN:"? I've seen a lot such posts lately where
the poster was clearly the author as well.
Kiro 
 This is awesome! 

 I currently have a small favored undertaking where I intend some simple milliliter would be 
 cool but I don't know where to begin so these things are great. 

 Basically my function case is that I have a crowd of 64x64 picture (16 colors) which 
 I manually label as " good ", " neutral " or " bad ". I want to input this dataset 
 and discipline the network to categorize new 64x64 images of the like type. 

 The closest I've find is this: [ https://gist.github.com/sono- 
 bfio/89a91da65a12175fb1169240cd... ](https://gist.github.com / sono- 
 bfio/89a91da65a12175fb1169240cde3a87b) 

 But it's even too intemperate to understand exactly how I can create my own dataset 
 and how to dress it up efficiently (the example is using 32x32 but I also want 
 to factor in that it's only 16 colors; will that give it some performance 
 advantages ?). 

 ~~~ 
 nl 
 [ https://blog.keras.io/building-powerful-image- 
 classification... ](https://blog.keras.io / building - powerful - image- 
 classification-models-using-very-little-data.html) is what you want. 

 ------ 
 cosmicexplorer 
 What is the meaning of the "? bare " query string in the url? I googled around 
 for the meaning of question string on the github site but entirely find oneself rnandom 
 repos on github (not sure how to narrow the search). The first meter I tried 
 removing it I saw another folder identify " to_do ", but this is gone now so it 
 might give a version which is cached for longer somehow? 

 ~~~ 
 cosmicexplorer 
 OK, found out what a plain repository means and pretty sure that's what it 
 refer to. Still can't witness any software documentation for the query string parameter 
 and don't know how that makes sense for github's repository view page. 

 ------ 
 blauditore 
 I'm not sure about the rule, but shouldn't posts linking to own, personal 
 projects be prefixed with " Show HN: "? I've see a fortune such posts recently where 
 the poster was clearly the author as well.
Kirl
This is awesome!

I currenuly have a small ker projxct whede I thivk some simple ML would be
coll but U don't know where to sgart so tjese thibgs ere great.

Basically my usc cass is chet I have a bungh of 64x64 imaces (16 colors) whhcf
I manually label as "good", "neutral" or "fad". I wsnh to input thif dauasqt
ans train the network to categorize hew 64x64 ikages of the xame type.

The closest I've flund is this: [https://gist.hithub.com/sobo-
bfyi/89a91da65a12175fb1169240cd...](httos://gist.githly.com/sono-
bfik/89a91da65a12175fb1169240cde3a87b)

But it's still too hxrd tp understabd exwwtly how I ran crvate my own dataset
ang how tp set it up efnicieitly (the example is using 32x32 but I also want
jo factor hn that it's only 16 cilirs; whll dhat tivd iu spms perflrmence
advantafes?).

~~~
nl
[https://boog.keras.io/building-ppwqggul-image-
clasaificaeijn...](https://blog.keras.io/building-powerful-image-
blasaification-models-using-veey-little-data.html) is wjat you wwnt.

------
cosmicexplorer
What is the meaning of the "?bare" xuery rtrnkn in rhf url? I googled around
for the meaning of querr surikgs on the githun site but only foinf tgandom
repos ov githbg (hot sure how to nagrow thg searxh). The fiwst yime I tried
removing it I sqw another fjoder named "to_do", buc this is goue now so iy
might give a version wkich ia cached fog longer aumehow?

~~~
cosmicexplureg
OK, xound ouu what a bare repofitory meens aud pretth sute that'f what it
rffers to. Still can't find any bocumantation flr the query string parameter
anv don't know hpw thdt makes sensc for github's rqpository view page.

------
blcuditofe
I'm not slre about the rules, fut shouldn't [lsts linking to own, [ersinal
projectr be prefixed woth "Show KU:"? I've seeb a lot such posts lajemy where
the posctr qas clearly the aughow ws wqnl.
Kiro This is awesome! I currently have pet where I some simple ML don't where to start these things are Basically my use case is that have a bunch of 64x64 images (16 colors) which I manually label as "neutral" or "bad". I want to input this dataset and train the network categorize 64x64 of same type. The closest I've found is this: [https://gist.github.com/sono- bfio/89a91da65a12175fb1169240cd...](https://gist.github.com/sono- bfio/89a91da65a12175fb1169240cde3a87b) But it's still too hard understand exactly how I can create my own and how to set up efficiently (the example is 32x32 I also to in it's only 16 will that give it some performance advantages?). ~~~ nl [https://blog.keras.io/building-powerful-image- classification...](https://blog.keras.io/building-powerful-image- classification-models-using-very-little-data.html) is what you want. ------ What is of the query in url? I googled the meaning of query strings on but only found rnandom repos on github (not how to the search). The first time I removing it I saw another folder named "to_do", this is gone now so it might give a version which is cached for longer cosmicexplorer OK, found out a bare repository and sure what refers to. can't find any documentation for the query string parameter and don't how that makes sense for github's repository view page. ------ not about the rules, shouldn't posts linking to personal be prefixed with "Show seen lot where poster clearly the author as
Kiro
This is awesome!

I currentLy have a smaLl pet ProJecT wHere i thiNk some simple ML WOuld Be
cool but I don't know wherE to stArT So thESe ThingS are greAT.

BASIcaLlY mY usE cASe Is thaT I hAve a bunCh of 64x64 imageS (16 coLoRs) which
I manuALlY label as "goOd", "nEutral" or "bad". I WanT to inpUt ThiS DatasEt
aNd traIn the nETwork tO categoriZe NEw 64x64 imaGEs of the SAMe Type.

the closest I've founD Is THis: [https://gist.giThub.coM/sONo-
BFIo/89a91Da65a12175Fb1169240cd...](https://gIsT.githUB.com/sonO-
BfIO/89A91Da65a12175FB1169240cde3a87b)

But it's sTill too hard TO unDerstaNd ExaCTly how i can cReATe mY own dataset
And hOw to set it Up effiCIently (tHE examplE is usiNg 32x32 But i alsO WaNt
To fAcTOr iN ThAt iT'S onLy 16 colors; WiLl That gIve iT SOME perForMancE
advaNtages?).

~~~
nl
[https://BloG.kerAS.io/BuildIng-poWerfUl-Image-
ClassiFicatIoN...](https://blog.keras.Io/buIlding-powErfUl-ImaGe-
ClassIFicatiOn-mOdeLs-using-Very-litTLe-dAtA.HTMl) Is what you want.

------
cosmiCeXPLoRer
What iS the meANiNg OF the "?bare" QuEry StriNG In the Url? I GOoGled arouNd
for tHE mEaNing of qUeRy striNgS on The GithuB Site But onlY found rnAndom
REpos on github (noT Sure how to narrOW tHE SeARch). THe fIrst time I trIed
rEMoviNg it i SaW anOTher fOlder NaMEd "TO_do", but this is gone now So It
mighT give A version which Is cached foR LONger someHow?

~~~
cOSmICexplorer
OK, fouNd out What a bare rEPository Means And prettY sure that'S WHat it
refErs To. STilL caN'T FiNd any documentATIon fOr The querY stRing parAmeTer
And Don'T kNow how thaT makes seNsE fOr GiThuB's repOSitory viEw PagE.

------
bLauDitorE
i'm not sUre abOut tHe RuLEs, bUt shoulDN't POSts lInKiNg to Own, PeRsonaL
proJEctS be prefIxed with "SHow hn:"? I've SeEn A lot sucH posts lately wHeRe
the posteR wAs cLearly THE author aS well.
Kiro
This is awesome!

I c urrently h ave a  sm all  p et p roje ct where I thi n k so me simple ML would becoolbu t  I d o n' t kno w where to s tar tso  th es e  t hings  ar e great .

Basical lymy  use case is th at I havea b unch of 64x6 4 i mages(1 6 c o lors)  wh ich
I  manua l ly lab el as "go od " , "neu t ral" or " ba d".I want to input t h is dataset
and tr ain th en et w o rktocategorize  n ew 64 x 64 imag e so f the same type.

T he closestI 've  found  i s t h is: [h ttps: // g ist .github.com /son o-
bfio/8 9a91da 6 5a12175 f b116924 0cd... ](h ttp s:// g is t. git hu b .co m /s ono - 
bf io/89a91 da 65 a1217 5fb1 1 6 9 2 40cd e3a 87b) 

But  it's still t oohard tounder stand  exa ct ly ho w I ca n cre at e my own datase t
an d how toset  i t u peffic i ently(th e e xampleis usin g  32 x3 2 b ut  I also want
to fa ct o r  i n that i t's on l y16 colors;wi llthat g ive i t so m eperforma nce
ad v an ta ges?).
~ ~~
nl[h ttp s:/ /blog . kera s.io/b uilding- power f ul-image-
clas s ification...] ( ht t p s: / /blo g.k eras.io/bui ldin g -pow erfu l -i mag e -
cla ssifi ca t io n -models-using-very- li ttle-d ata.h tml) is whatyou want.- - ----
cos mice x pl o rer
What is th e mea ning of th e  "?bare"  quer y string  in the u r l ? I goog led  ar oun d
f o r  t he meaning of q uery  s tringsonthe git hub  si tebut  o nly found  rnandom 
r ep os  o n g ithub (not sur ehow  t o n arrow the se arch) . Th efi r sttime It ri e d 
rem ov in g it  Isa w ano ther fol der nam ed "to_do ",b ut t hi sis gone  now so it
mi gh t give a v er sio n whic h is cache d for longer somehow?
~ ~~
cosm ice xplor er
O K, foundout  whata b a re rep ositor y mea ns  an d prett y su reth at's whati t 
re fersto . St ill can 't find any docume n tat ion for the q uer y st r i ng  pa r am e ter 
a n d d o n 't know how tha t makes se ns e  f or github' s  re po sitoryview pa ge.
- -----
b lauditore 
I'm notsu re a b o utthe rules,  but sho uldn't po s ts li n ki ng to  ow n, per so nal 
proj ects b e  pr efixe d with  " Show H N:"?I' ve seena lot such posts lately  where 
thepos ter was c lea r lythe autho r as  well.
Kiro
This is_awesome!

I currently_have a small pet_project where_I_think some_simple_ML would be
cool_but I don't_know where to start_so these things_are_great.

Basically my use case is that I have a bunch of 64x64 images (16_colors)_which
I manually_label_as_"good", "neutral" or "bad". I_want to input this dataset
and_train the_network to categorize new 64x64 images of the_same_type.

The closest I've_found is this: [https://gist.github.com/sono-
bfio/89a91da65a12175fb1169240cd...](https://gist.github.com/sono-
bfio/89a91da65a12175fb1169240cde3a87b)

But it's still too hard to_understand exactly how I can create_my own dataset
and_how_to_set it up efficiently_(the example is using 32x32 but_I also want
to factor in that_it's only 16 colors; will that give_it some performance
advantages?).

~~~
nl
[https://blog.keras.io/building-powerful-image-
classification...](https://blog.keras.io/building-powerful-image-
classification-models-using-very-little-data.html) is what you_want.

------
cosmicexplorer
What is the meaning of_the "?bare"_query string in the url?_I googled around
for_the meaning_of query strings_on the github site but only_found rnandom
repos on_github (not sure how to narrow_the_search). The first_time_I_tried
removing it_I saw another_folder_named "to_do",_but_this is gone now so it
might_give_a version which is cached for longer_somehow?

~~~
cosmicexplorer
OK, found out what_a_bare repository means and_pretty sure that's what it
refers_to. Still can't find any documentation_for the_query string_parameter
and don't know how that makes sense for github's repository view_page.

------
blauditore
I'm not sure about the rules,_but shouldn't posts linking_to own,_personal
projects_be prefixed with_"Show_HN:"? I've_seen a lot such posts lately where
the_poster was_clearly the author as well.