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How Artificial intelligence learns | Genetic Algorithm explained

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Code Bullet

Code Bullet

Күн бұрын

Пікірлер: 668
@prammetacon3010
@prammetacon3010 6 жыл бұрын
An actual character for CB instead of a stickman.
@sofia.eris.bauhaus
@sofia.eris.bauhaus 6 жыл бұрын
yeah, finally a face reveal! :D
@cparks1000000
@cparks1000000 6 жыл бұрын
I think this would be better if you went into a bit more detail about how the mutation occurs.
@DebatablyHuman
@DebatablyHuman 6 жыл бұрын
This man animates better than I do - and I have a channel that is literally all about animation. This makes me sad.
@prammetacon3010
@prammetacon3010 6 жыл бұрын
DebatablyHuman Don't you mean artwork? Use an actual animator not photoshop to animate.
@gano105
@gano105 5 жыл бұрын
lmao
@craigreustle2192
@craigreustle2192 6 жыл бұрын
What if the dinosaurs that didn't run as far were better at investing money so they retired early and had lots of offspring?
@CodeBullet
@CodeBullet 6 жыл бұрын
shit i didn't think of that
@grimtin10
@grimtin10 6 жыл бұрын
BAHAHAHA
@chthonicone7389
@chthonicone7389 6 жыл бұрын
That's generally why you invest in a lottery system to simulate that. More successful dinosaurs will get more tickets and thus chances to reproduce, but even the dumbest ones might have a chance to reproduce. This way, it gets heavily weighted towards the best of the generation, but evolution doesn't know if maybe that dumb one had a trait which combined with something else could have improved all of them.
@CypherNL
@CypherNL 6 жыл бұрын
They died so yeah, they wouldn't :p
@elijahward3920
@elijahward3920 5 жыл бұрын
Exactly.
@ZainA2
@ZainA2 6 жыл бұрын
More in-depth tutorials would be great! I feel like this video was a little too basic but I do wanna learn more about the how.
@cparks1000000
@cparks1000000 6 жыл бұрын
I agree.
@Onlyindianpj
@Onlyindianpj 6 жыл бұрын
Agree
@murphy8636
@murphy8636 6 жыл бұрын
Code bullet is quickly evolving! Seriously though I love the illustrations and your commentary is amazing!
@sem8776
@sem8776 6 жыл бұрын
Code bullet is an ai
@iBuyNewStuff
@iBuyNewStuff 6 жыл бұрын
Nice Channel Evan, it's cool to see Aussie ML tutorials, just what I need. Subscribed!
@D_Quinn
@D_Quinn 6 жыл бұрын
WHAT? I CANT HEAR YOU! MUSIC IS TOO LOUD! No seriously, sometimes the music is louder than your voice. Id say, put the music 1/4th lower or something like that, maybe even half
@D_Quinn
@D_Quinn 6 жыл бұрын
Good shit tho, looking forward for the next one
@scaprod558
@scaprod558 6 жыл бұрын
What is that music?
@kimi1522
@kimi1522 6 жыл бұрын
A music press is a music press, you can't say its only a half (jk)
@skiller5034
@skiller5034 6 жыл бұрын
Well Kimi ("""Henry""") 1522, hear me out : A music press actually has three parts to it : -When music is pressed, -When music is held, -And when music is released. And together, this forms one complete music press. (Yes, I actually went back on the video to get the exact explanation pannenkoek himself provided) (darnit it's so hard to take seriously a guy whose name litterally reads out "pancake")
@didicayu
@didicayu 6 жыл бұрын
he could use levelator it's a nice program that (obiously) levels your voice to make it sound greater
@rasput1n6
@rasput1n6 6 жыл бұрын
*Your new "Avatar" fits way more i think* *I like it =D*
@andrewroc30
@andrewroc30 6 жыл бұрын
It would be amazing if you could create a simple tutorial to create a neural network, like you said it is pretty terrible finding materials on NEAT, and reading that original paper is just awful. Additionally, of the resources that are easily available (and free), I have found that most of them give an overview of what neural networks are and what they do, but they rarely go into code, so if you are willing to do a simple tutorial on that that would be AMAZING (and probably fairly popular as well). Good luck!
@toshb1384
@toshb1384 6 жыл бұрын
andrewroc30 100% agree. So many theory-centered neural network videos, so little code. CodeBullet's github is very good, however.
@JayTheYggdrasil
@JayTheYggdrasil 6 жыл бұрын
I read the paper while at a thanksgiving day celebration, and yeah it would be pretty NEAT to have a nice tutorial on how it works with coded examples. See what I did there? This is so cringe, I'm sorry.
@andrewroc30
@andrewroc30 6 жыл бұрын
JayTheYggdrasil it's OK, the best kind of cringe
@taascheee
@taascheee 6 жыл бұрын
I would recommend neuralnetworksanddeeplearning dot com. It does get into code as well, is pretty nice and easy to read, but not too shallow :)
@revimfadli4666
@revimfadli4666 Жыл бұрын
Evolution strategies + cascaded network seems like an easier lternative to NEAT
@rainessandrai8240
@rainessandrai8240 2 жыл бұрын
2:53 hey, these are my teammates in online games. Finally they started to evolve.
@keiratowers8958
@keiratowers8958 6 жыл бұрын
7k to go! Good for you because your content is really original and has a lot of effort put into it. And not to sound like a bore but the videos are surprisingly pleasant to watch as many videos with educational values can loose their entertainment value. Good luck!
@dandanthedandan7558
@dandanthedandan7558 6 жыл бұрын
Keira Towers HAND REVEAL FOR 100K!!!
@clankboss827
@clankboss827 6 жыл бұрын
DANDAN THE DANDAN Im still waiting for the shoulder reveal
@the.starman
@the.starman 6 жыл бұрын
2:24 Chewi, we're home
@starman8853
@starman8853 5 жыл бұрын
Starman Wait a minute... *looks at your name*
@timespeed1910
@timespeed1910 4 жыл бұрын
*visible confusion*
@wzrd5572
@wzrd5572 6 жыл бұрын
I am revising biology at the moment for my GCSE's. This counts...right?
@error_-qh7dd
@error_-qh7dd 4 жыл бұрын
Two birds with one stone, I guess
@PeaceInExile
@PeaceInExile 6 жыл бұрын
Loving the new character, also the idea of tutorials on NEAT is so exciting. I’m only beginning to learn to code, but my current understanding has so far been enough to understand how awesome this stuff is
@baggelissonic
@baggelissonic 6 жыл бұрын
That was probably one of the best videos describing the theory of evolution, and that was not even the greater goal of it. Keep up the good work
@CraftingHock
@CraftingHock 6 жыл бұрын
I love it, I love you. Keep this great work up and I bet you will be at the top in no time!
@toshb1384
@toshb1384 6 жыл бұрын
Holy crap dude your channel has EXPLODED, congrats! I'd love a video series on neural networks that starts with theory, builds up with code, adds genetic algorithms, and then goes to NEAT.
@olly123451
@olly123451 6 жыл бұрын
Finally an Ai tutorial in my accent! Would really like a Start to finish tutorial on the implementation of NEAT! Looking forward to it
@dazzawesome
@dazzawesome 6 жыл бұрын
Good video. I think explaining the details of your content is interesting as well. Keep being amazing Code Bullet. You rule.
@NICKYwashisnameOH
@NICKYwashisnameOH 6 жыл бұрын
I'm in college pursuing a CS major and your vids frl keep me in my major no matter how hard I'm struggling lol
@BlueNEXUSGaming
@BlueNEXUSGaming 4 жыл бұрын
You need a playlist for this series my dude
@dazzawesome
@dazzawesome 6 жыл бұрын
Code bullet, I'm intrigued on how this whole AI stuff works & I think watching how it works is interesting.
@5yfyguy218
@5yfyguy218 6 жыл бұрын
Love your videos. And the quality has skyrocketed. Great work. Looking forward to your next video!
@kalazakan
@kalazakan 6 жыл бұрын
You're honestly my favorite KZfaqr. I'm so glad your channel exists and I hope you never stop making videos. Your personality is awesome and is probably the main reason why I like you and your channel, that and the fact that I'm a nerd. Anyways, keep being you man and good luck with everything!
@bs_blackscout
@bs_blackscout 6 жыл бұрын
I was watching your videos a couple minutes ago and boom, another one! Amazing content. Keep it up dude!
@spokehedz
@spokehedz 6 жыл бұрын
This is not a tutorial, and more of a explanation of a topic. But it's super interesting, and I love that character.
@jorjicat6318
@jorjicat6318 6 жыл бұрын
I'm so proud of myself XD. I was thinking about how machine learning could work (I knew hardly anything) and I kinda thought of an idea of rating each creature's fitness to see which ones are the best.
@Josh_J
@Josh_J Жыл бұрын
this was very general explanation, which helps especially if you're just starting to learn about the topic. but if you could do this as an introduction to a playlist/ series of videos regarding this topic that would be perfect👌 but also, if you could reduce the volume of the music, so we can hear you better that would be great as well. thanks for the upload!
@doomchromee8648
@doomchromee8648 Жыл бұрын
dude this was made four years ago and his content has changed a lot
@anakinmaharaj9180
@anakinmaharaj9180 6 жыл бұрын
thanks so much. I’m looking forward to your other videos. Just a suggestion but, do you mind lowering the volume of your music. It didn’t affect my viewing experience in this video but I’m worried it might in your future videos that are a bit longer.
@frederick3524
@frederick3524 6 жыл бұрын
I am looking forward to your tutorial videos that show how to make use of the genetic algorithm with neural networks. I could not (quickly) find any good resources with a practical application online. Your promise to make a tutorial on this earned you a subscriber! Thank you. Also, I enjoyed the jumping dinosaur video.
@derstreber2
@derstreber2 6 жыл бұрын
A sentient being creates a simulation on computer hardware created by other sentient beings. The parameters of this simulation, the physics of the universe, are devised and then tuned by the creator of the simulation. The simulation is seeded with a population of creatures that up until then had not existed. Natural selection commences, based on the rules given by the sentient creator of the simulation, with the hope that the results will please the creator of the simulation. The sentient being that created the simulation thinks that this somehow disproves Creationism, and also is seemingly unaware that his very actions could be used to argue the opposite. Another sentient being with a somewhat nuanced view of this subject attempts to point this out in the KZfaq comment section. lol anyway, I love your videos. I look forward to seeing the things you have made. It is clear that you have put a lot of work into your creations :)
@joelmontgomery1834
@joelmontgomery1834 6 жыл бұрын
Great vid! Thanks for giving an explanation on what your doing and how your doing it. I find this channel perfect because it covers all of my coding interests. DONT’T STOP MAKING VIDEOS!!
@ahmednafis
@ahmednafis 6 жыл бұрын
as a guy having cse background who lost his passion for the field, ur videos are really getting me into my cs. AI has been always a thing for me, tho not much source online, will be really helpful if u give some implementations ie codes and some reference books where i can learn more about AI ,genetic algos and machine learning etc, thanks again
@krishna2803
@krishna2803 4 жыл бұрын
The video was really awesome Code Bullet. Please do tell us about NEAT in the future.
@adamxue6096
@adamxue6096 6 жыл бұрын
There is a slight problem about this awesome video. Your audio balancing, the bgm is as loud as your voice, which is not good. Probably tuning it down or turn your voice up a bit would help a lot... Well hearing you wasn't a very big problem, but just saying... Ofc, I cannot rule out the chance that is just my headphones that are malfunctioning, but other videos seems to work fine so.
@daruhorblackwater5023
@daruhorblackwater5023 6 жыл бұрын
Nice voice, dude. Good background music choice, good visuals. I dunno what to add, more examples? I dunno, great vid! Very entertaning.
@Helge851
@Helge851 6 жыл бұрын
I really like your stuff dude. You're gonna go places :)
@juupjan2680
@juupjan2680 6 жыл бұрын
Congrats on 100k subs you deserve it
@nokov6517
@nokov6517 6 жыл бұрын
I'd love to be able to cook well evolved turtle monsters that have unrealistic stores of water on their body in my oven, just like you can.
@supremecocktusleader9959
@supremecocktusleader9959 6 жыл бұрын
Grim Person they steam themselves, it’s great
@nokov6517
@nokov6517 6 жыл бұрын
The steam must somehow chemically bond with their water cannons so they have a larger supply of it for later use. (I am aware that ovens don't create steam, I was just using a different definition of steam.)
@SOSphantom
@SOSphantom 6 жыл бұрын
I absolutely love your new character. I especially enjoy the subtle changes in the picture to simulate animation. It reminds me of Egorapter's Sequelitis series.
@kuxhu1
@kuxhu1 6 жыл бұрын
good video! waiting for the next one... just one thing, your voice isnt too loud, i cant hear it well in my phone, so if you can make it a little bit louder would be great :)
@polqb3205
@polqb3205 6 жыл бұрын
I love what you do!!! I always wanted to learn about the NEAT algorithm so I just can't wait to watch your tutorials!!! 😀😀
@igorbagnucki1328
@igorbagnucki1328 6 жыл бұрын
Hey! Its really fantastic you started doing this tutorial things. Few thoughts from me: Music coud be a bit quieter. You can be heared nicely, but I feel music shoud be more in the background so it doesn't distract. Actual code example would be awesome. It is good ilustrated with dinosaurs and pokemons, but code says more than 1000 words. Code example is always much more precise and exact than words. Keep up the good work!
@yyuukiko
@yyuukiko 6 жыл бұрын
So glad I subscribed to you. Somehow, you made an educational video actually fun. Maybe go into more depth next time? I know this was just an overview but I'm really curious about the actual coding process itself. Keep up the good work man
@ArthurEKing8472
@ArthurEKing8472 6 жыл бұрын
Nice! And I'd LOVE a real tutorial series on that neat system you were talking about. But start small. I'm in school learning java and c++ now, so I have a basic (pun intended) understanding, and I do learn fast, but I'd like to maybe try following along or something at some point, so try not to skip important steps! Thanks!
@nishhx_x
@nishhx_x 6 жыл бұрын
This video is amazing!! Do add more in depth and detailed videos soon... It could be a series.
@JimandEd11
@JimandEd11 6 жыл бұрын
Great Video! Recently discovered your channel and all the videos are great
@echotube3111
@echotube3111 3 жыл бұрын
As a creationist, I'm having an existential crisis, but that was a really good video!
@GrayGriffonKnight
@GrayGriffonKnight 6 жыл бұрын
Stoked for the next video!
@luezma
@luezma 6 жыл бұрын
That intro tho, oh and watching the computer CB teacher all the way on the left with nothing on the right is annoying, you could add a few explanation animations/graphics there, this is a video not a radio transmition. Love ur work dude keep it up
@bloodstormwolf9512
@bloodstormwolf9512 4 жыл бұрын
'If you're a creationist,....this video isn't for you.' I thiiiiiink the belief of how it actually happened and using a theory to drastically simplify explaining a process are two different things
@cavemann_
@cavemann_ 6 жыл бұрын
This tutorial-like video would be perfect, except your voice compared to bgm is a bit quiet (perhaps lower music volume?). Jokes are nice, I approve. Looking forward to future tutorial-like videos, definitely more than interested. I will say 'thank you' in advance.
@shinroddellore9870
@shinroddellore9870 6 жыл бұрын
Starting tutorials is great ! I've started to read the NEAT paper, but some explainations on how to implement it would be awesome ! Btw, maybe try to go a bit deeper with your explainations, like how stuff is implemented, and provide simple exemples (e.g. a circle which is trying to become green with some RGB encoding, or ) P.S. : Mb, after watching the video once more, I've realised that a coded exemple was on it's way ^^
@weirdwarlock625
@weirdwarlock625 6 жыл бұрын
I subed maybe a hour ago and then I saw this and was like wow that was fast so... cool!
@upharieldurin
@upharieldurin 6 жыл бұрын
it would be neat to finaly have an acurat tutorial on NEAT
@KieCodes
@KieCodes 3 жыл бұрын
Concise and beautiful!
@Shy--Tsunami
@Shy--Tsunami 6 жыл бұрын
I have no background in coding or computer science but i love to learn through your videos. Keep doing what you're doing bro. I think you're awesome
@brightshadow80
@brightshadow80 6 жыл бұрын
Great video CB your videos are fun and educational
@SolvingOptimizationProblems
@SolvingOptimizationProblems 4 жыл бұрын
Interesting explanation on genetic algorithm. Thanks for the work
@ben9582
@ben9582 6 жыл бұрын
love this! really excited to see the actual tutorials!
@Sar4zu
@Sar4zu 4 жыл бұрын
Am I the only one who keeps losing focus because of the music? A bop honestly-
@danielboyer4246
@danielboyer4246 6 жыл бұрын
Can't wait for the specific code video
@aseer31
@aseer31 6 жыл бұрын
Love your videos! Keep it coming.
@stefanmohammed45
@stefanmohammed45 3 жыл бұрын
The song in the background made this even more enjoyable.
@morgeadblackthorn140
@morgeadblackthorn140 6 жыл бұрын
Could you maybe make some very basic genetic algorithm that doesn't do anything useful and post/explain the source code? I'm a CS student but it's really hard for me to imagine what the programming looks like. Cheers, thanks for making such amazing and entertaining videos.
@amitb.e.5244
@amitb.e.5244 5 жыл бұрын
Nice, simple explanation. I'd just like to point out that "fitness" in evolutionary language isn't really about how well-suited an organism is to its environment or how good it is at surviving. Technically speaking, fitness is just how many offspring you can get into the next generation (and of course, if you're well-adapted to your environment and you're good at surviving, that's going to increase the number of offspring you will have, so that's going to lead to increased fitness).
@flamebeard10339
@flamebeard10339 6 жыл бұрын
you know CB, if you had a long term project with NEAT that would be cool (like multi episode) I always thought it would be really awesome to play a PvE type game (dungeon crawler type i guess) were as you level up and advance. not only do the enemies get more life and attack ... but also their brains evolve to your playstyle and try to kill you better. if you need an extra coder (processing java right?) I have some free time over this summer and I would be glad to help. keep it up.
@MultiStryx
@MultiStryx 6 жыл бұрын
Awesome im hyped to see the implementation
@TuanLe-td1dg
@TuanLe-td1dg 6 жыл бұрын
Great !!! Can wait to see the tutorial of yours. I kinda into AI recently but have no ideal where to start
@Nlsnightmare
@Nlsnightmare 6 жыл бұрын
Oh man I can't wait for the NEAT video!!!
@taigofr1
@taigofr1 6 жыл бұрын
Thanks for the video. Hoping to see the follow up tutorials soon 😃
@hatacoyama1246
@hatacoyama1246 6 жыл бұрын
Yo cb i love you so much. You have helped inspire me to want to go into ai and machine learning and I was wondering what’s a good place to start?
@heathroush5343
@heathroush5343 6 жыл бұрын
Nice broad overview of genetic algorithms. I'm looking forward to the neat tutorials.
@rabi1294
@rabi1294 6 жыл бұрын
Really looking forward to the NEAT tutorial, like you’ve said, I’ve been trying to find a concise tutorial for the better part of a year off and on and immediately subscribed at the end of your last video when you said you’d make an explanation! Keep up the great work! I turned on notifications so I’ll be here every video!
@flamebeard10339
@flamebeard10339 6 жыл бұрын
I second that motion...motion passed you are now obligated CB
@toshb1384
@toshb1384 6 жыл бұрын
Mars I'd expect him to start with a regular neural network tutorial first. NEAT is significantly more complicated
@flamebeard10339
@flamebeard10339 6 жыл бұрын
I'm pretty sure he has already got neat working in a previous video
@toshb1384
@toshb1384 6 жыл бұрын
flamebeard10339 Yeah but it's much more difficult to make a video on over a neural network
@rabi1294
@rabi1294 6 жыл бұрын
Santosh Balachandra it won’t be was easy. But CodeBullet said he’s up for it! So I was just commending his effort to do so! This is a great primer video and I believe we’re all excited for what is to come.
@4xd249
@4xd249 6 жыл бұрын
Code bullet are you using fan art poses for videos? and if so will you choose other fan art poses
@diegomarques1697
@diegomarques1697 6 жыл бұрын
Maybe a tutorial on processing too! Since you used it for your chrome game too. Just a thought🙃
@JayTheYggdrasil
@JayTheYggdrasil 6 жыл бұрын
If he doesn't end up making one then the "coding train" has a lot of examples of neat little programs in processing.
@diegomarques1697
@diegomarques1697 6 жыл бұрын
You’re right
@davidbosznai3067
@davidbosznai3067 6 жыл бұрын
Keep up the good work! I cant wait to see your next videos.
@nCUX1699
@nCUX1699 6 жыл бұрын
That's pretty good, keep it up, would love to see some more!
@sonicmeerkat
@sonicmeerkat 6 жыл бұрын
i think i want you to teach me how to make some mutated matrix babys
@kevinjohansson3923
@kevinjohansson3923 6 жыл бұрын
"Recipie" - hmmm, sounds delicious!
@jgcb0071
@jgcb0071 6 жыл бұрын
So cool keep going ! we want more tutorials !
@flamebeard10339
@flamebeard10339 6 жыл бұрын
i always think of the whole fitness function stuff as putting all of the creatures in a blender and seeing which pieces float to the top..... but mutated babies are cool too :D
@nrares21
@nrares21 6 жыл бұрын
damn you got style :)))))) jk.... great video though ;) really like your style , the sketches you draw are nice amd i like yer voice and brilliant explanations.... also sometimes it feels like the music suddenly becomes louder ? like at 0:43
@xaphok2173
@xaphok2173 6 жыл бұрын
Thank you for your video ! I'm looking forward for the others tutorials :)
@pix-can-fix643
@pix-can-fix643 Жыл бұрын
This is a very entertaining explanation about how an ai rebellion could happen
@franzluggin398
@franzluggin398 6 жыл бұрын
Great! Wasting time is exactly why I subbed to your channel!
@javiersospedra9639
@javiersospedra9639 5 жыл бұрын
greatt, I think u should make more video likes this, some tutorials about how to programm and how they work the ia, the different algorithms etc :)
@fredishseals4225
@fredishseals4225 6 жыл бұрын
Great overview, thanks!
@kingbaschdor5649
@kingbaschdor5649 6 жыл бұрын
I love this background music!
@denzelfarmer5393
@denzelfarmer5393 6 жыл бұрын
I absolutely love these tutorial videos, please keep doing tutorials on ai, it is really hard to find good resources for beginning-intermediate level coders.
@cryptophoenix6541
@cryptophoenix6541 6 жыл бұрын
Huh... this channel is growing fast Subscribed only a few months ago at about 25k, now it's almost at 100k!
@thecoolestlazer
@thecoolestlazer 6 жыл бұрын
I do not code nor do I plan on trying to learn it anytime soon, but your videos are so different and unique and making coding look awesome! Keep up the good work! :>]
@SandeepRAWAT-zk7ze
@SandeepRAWAT-zk7ze 6 жыл бұрын
What software do you use for coding neural networks?? What language? I m actually crazy about ai but i m in 12 std ryt now so its out of my reach ryt now... But not for long
@flamebeard10339
@flamebeard10339 6 жыл бұрын
from the previous videos it looks like he uses processing (processing.org if you want to check it out) which is a java ide.
@SandeepRAWAT-zk7ze
@SandeepRAWAT-zk7ze 6 жыл бұрын
flamebeard10339 thnq you brother
@BjarkeDuDe
@BjarkeDuDe 6 жыл бұрын
If you want to learn something a bit easier than Java to begin with, I can recommend Python + Pygame
@SandeepRAWAT-zk7ze
@SandeepRAWAT-zk7ze 6 жыл бұрын
Actually i really dont know much about python but we have java programming in our sullabus so should i go with java or do a fresh start with python++!??
@danijelamilinov4606
@danijelamilinov4606 6 жыл бұрын
I would recommend java (processing) because i like it more but it really depends on your experience
@charlesdarwin7647
@charlesdarwin7647 4 жыл бұрын
Evolution is always interesting!
@austinakins3465
@austinakins3465 6 жыл бұрын
I really like this tutorial video! I'm looking forward to the coding video! As someone who has a good understanding of logical processes and a relatively basic understanding of coding, do you have any tips or suggestions? Which programming language do you use for the neural networks?
@alucardhellsing4049
@alucardhellsing4049 6 жыл бұрын
love the new avatar and love the new content, keep it up! :D
@phillip4833
@phillip4833 6 жыл бұрын
This was great, love to see more in the future
@damienw4958
@damienw4958 6 жыл бұрын
Can't wait for the coded example! I already knew the stuff in this video but I just haven't made a good self learning ai yet.
@kdotdevelopment6398
@kdotdevelopment6398 6 жыл бұрын
Thank you for this video!
@reilynnheidbrink1741
@reilynnheidbrink1741 6 жыл бұрын
Yes the actual code would be amazing!
@durdleduc8520
@durdleduc8520 6 жыл бұрын
I love your current character. Neural networks and evolution is a really interesting topic to me, but things like the language of coding aren’t really my cup of tea. However, I really wish I could experiment without having to commit to learning an entire type of coding. Does anyone have recommended programs that does the nitty-gritty for me and lets me try out different scenarios? Again, Bullet, keep up the work! I love your videos.
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