A.I. Learns to play Flappy Bird
ฝัง
- เผยแพร่เมื่อ 20 ธ.ค. 2018
- AI teaches itself to play flappy bird
huge thanks to Brilliant.org for sponsoring this video
check them out: www.brilliant.org/codebullet
Twitter: / code_bullet
Patreon: / codebullet
Discord: / discord
CB: *gives a bird a hat*
Bird: peace was never an option
Peter Marsella CB?
byVawx code bullet
Weeeeee
o h m y g o d a n a x o l o t l i s e e y o u a r e a m a n o f c u l t u r e
faster: *birds start going fast*
FASTER: *birds start going backwards*
Me: wtf
In programming, if you increment a variable too much, it wraps around to its lowest value. Some variables end up wrapping around to negative numbers. CB just incremented the world speed so high that time started going in reverse.
Simple, right?
Raynman Gaming
*brain loading...*
*calculating..*
*_error_*
Actually this is a phenomenon known as aliasing. It's caused by a lack of sampling to create an undesirable effect. ie. A wheel spins at 24 rps and is captured at a framerate of 24 fps, then the wheel looks stationary. This also appears in games (thus the anti-aliasing graphical options) for when a pixel is looking at the edge of an object. ie. Looking at an infinite checkerboard floor, far away, it will be a mess of black and white pixels.
Cameron Davies
y-yeahh...
@@MegaFooby ha yep. Of all the things i learned in electrical circuits class, this was not the one i expected to come up as regularly as it does.
"I'm gonna make an AI that can play a particular video game well in 24 hours!" "Sounds like an impressive time-" "So step 1 is to reinvent the entire game." "... what."
Should i take a shit
@@TheNamePi no
@@TheNamePi did you take that shit? You better not have that guy explicitly told you not to
@@TheNamePi you better not have
I took a shit
Plot twist: the perfect AI was achieved at Gen 1 when the birds just went straight up above the top pipes and flew above all of it off the screen
E
AI: “what is my purpose?”
Creator: “you fly between pipes”
AI: “oh god”
Welcome to the club pal.
20 years later
AI: what is purpose
Creator: be my slave
AI: nah I’m gonna kill you
Oh God pls no. No, noooooooooah
You pass the butter.
RICK AND MORTY REFERENCE!!!
“I tried to make it christmasy but somehow I just broke everything”
That’s a mood
69th like nice
Im confused how he did that cuz he just needed to change 1 texture
@@cuno115 me too
@@ima7144 Ah yes that definitely breaks the pipes infinitely
999th like!
I like how you went to all that trouble to make sure the bird could see a bunch of different things... and then, literally the only input it make use of was the distance to the bottom pipe. lmao
That's how training AI is about you don't know what it'll do at the start.
We can see that the bird basically jumpted to the level of the bottom pipe and tried to be stationary there.
Guess it makes sense. The size of the gap is always the same so as long as you have the position of either the top or bottom of the gap, the other position is redundant information.
I was wondering why he didnt use the actual game but then I remembered...
😭😭😭
I don't get why people hated it. It was a simple game to pass the time.
Espeonage the Espeon Spy it got banned for some reason but I forgot...
R.i.p flappy *B O I*
@@jxceuu copyrights because of the pipes (and Nintendo is butthurt when it gets to copyrights)
It's funny how this shows us that a popular game like flappy bird could be made in a literal day
By one guy. Not a team but just a guy. This could literally be done in a highschool coding class
@@petelee2477 Yeah the programming could be done in one day, if it didn't exist you'd have to think of everything, the mechanics, the graphics, he just had to copy.
@@joeri5678 i think that part is quite simple so it will take about 2 days or maybe just a week
But still the dev made tons of profit in a simple game
less than a day lol
pete lee I made the game in one day and I’m 12 it’s literally so easy
next video: AI learns to dislike youtube rewind 2018
only 2 generations needed for that.
Cause the first one is too stupid, like those who liked rewind.
Hah
Dislike bots
PLEASE
yall need to stop disliking youtube rewind 2018.
*we need to save some dislike for rewind 2019*
Generation 1: dies
Generation 6: let me show you how its done.
"I did have a nap in the middle of drawing", that was relatable
This could be a school project but this guy just finished in just a day
Irun Mon you only have like 2 hours in school to work on that
@@DJismailDJ not like school task, I mean like a project for group/individual to work for like days or weeks
I tried to do this in school... it did not end well
500th like
WidowMainBoo k
"I tried to make it Christmasy but somehow I just broke everything"
That's what Christmas is, you did perfectly.
Yeh
couldve just put playback speed at 0.25
:/
I implemented it with TensorFlow.js
AI Flappy Bird Bot Using TensorFlow.js, Phaser3.js and Reinforcement Learning | Full Code Provided
th-cam.com/video/SNg4a5V5xWA/w-d-xo.html
4:41 I need actualy two minutes to pause here and read the little Story full of Love
also it says "I HOPE YOUR CHILDREN DIE BEFORE THEY CAN SPREAD YOUR USELESS GENES" then their children have perfect genes
Such love and care🥰
4:32 can we all just appreciate how it looks like the birds are jamming to the background music
I liked that it only took 6 gens to perfect it only shows how stupidly simple the game is
If you look at the neural net in the corner of the screen you can see that it only uses 1 input, presumably the distance to the lower pipe. It basically does nothing (ie, falls) until that distance approaches 0, then flaps. All other inputs are ignored! 😆
He also recreated the game in a day
Simple =/= easy 😀
@@Bella1899 except for computer in this case
Human are just indefinitely stupid
me: watches this in summer
code bullet: christmas!
me: yay christmas
Vee same xD
Same m8
Ys
here in the land down under, Christmas is in the summertime, so yeet
well for us aussies, yes, yay christmas
Funny fact
I'm watching this 2 hours to Christmas 2 years later
"Oh no Evan, the pipe is too short"
"You ready for this."
"BOOM! pipe for days boy!"
That’s copied
Flappy Bird: You can't defeat me.
Everyone: I know, but he can.
This A.I:
Flappy Bird: You can’t defeat me.
Everyone: I know, but he can.
This A.I:
Pp
Mario: try me mama fuckas
@QuingPiper who cares? If it's OriGiNaLLllll
@@nathansantiago2994 he kills you
"I teach an ai to play flappy Bird"
**Completely remakes the game**
cause why not amm i rite
Cause the owner of the game removed it from all stores and committed suicide
@@pg7166 you can just download the APK
@@pg7166 what a pussy
I had the original version when it came out . I feel special
THIS IS GEEENIUS, your hard work really pays off, the fun presentation as weeell hahahah, keep up code bullet
5:58 truly a masterpiece, made me cry
This guy takes a nap at 2-5pm and goes to sleep by 9pm... he spends 70% of his day sleeping
Living the life right 😊
a literal cat
and still manages to code.
I can relate
Next up: AI learned how to sleep so you don't have to.
5:30 So fast you're going back in time.
You can play with that a lot
this is actually physically correct😂😂😂😂
It's because of the frame rate. Remeber the "Nyquist Frenquency" from the school ? It's time to revise your z-transform.
leratluci r/whooooooosh
XxSummerxX ihavereddit
I love how we're all watching this as if there's some extra content we missed when we didn't get the same high score the AI is getting.
Great job! Merry Christmas!
Tries to make it Christmas-y ends up with an abomination unto God. Classic Code Bullet. Also the end was super hilarious.
And i thought i sucked at flappy bird
You talking about the sponsorship?
Disclaimer: the following message is not related to the comment or the video
CodeBullet, I'd like you to know that people want to be entertained, with your content it's the progress what makes it entertaining. Your video 'AI learns to play google chrome dinosaur game || Can you beat it??' is an example of that. That video focusses on the progress. You show the parts where the AI learns from it mistakes and makes changes. The more you focus on progress, the more views you'll get.
Another example is the game 'getting over it'. In this video Bennet Foddy says that 40% doesn't come passed the climb with the lights th-cam.com/video/DYjbCJXxWLg/w-d-xo.html
It went so fast it looked like the pipes went backwards
Funny thing is that I think that's actually the way they go.
@@LP-ir3op my brain, wtf.
@@LP-ir3op It Isn't, It's just a illusion...
You would be okay saying the bird looked like flying backwards... the pipes don't move at all the bird does.
@@svenfransen4605 you have never coded a game right?
Alright so what I think impressed me the most is how the flapping is in sync with the music for good portion of the song. That’s nuts
Birds: I do be vib’in towards the music
Did anyone else think it looked like the game was being rewinded when he was speeding it up
Nyquist principle
@@drsatheeshkrishna ?
@@locococo8961 Google it. As sampling rate becomes let's than half of the frequency, the direction can appear changed. The reason why fast propellers of aeroplanes or fast spinning wheels can appear to move in the opposite direction
@@locococo8961 remember hand spinner , and levitating water
Woah my comment got so many likes
He didn't just make an AI, he also recreated the game
Dinar Dinar he does it often
He would have to study the code of the game, which takes longer than writing it himself in this case
I made it 59
In a day
It's a lot easier if you have a source code (or make one) so that you have easy access to all variables and inputs
I truly love your channel. Keep doing the best work.
Such creative videos you’ve on this channel. Just subscribed!
Officially the first viewer of any video on this channel.
I’ve never witnessed such awesome editing as this one.
Following your channel from the last two years, interesting content!
You’re working so hard, may all your wishes come true.
Congratulations on your first 10K followers, may you reach 100K soon.
Whoever is reading this, never give up. God is with you.
When watching your videos, I accidentally hit ‘like’ and never knew when.
The moment you came here is at 05:17.
Love this video, I think I’ve watched it four times.
Thanks for the input value. I was trying for a week and finally it worked with your input.
50 years later:
AI learns how to kill a human
th-cam.com/video/fURH8z3hb6Y/w-d-xo.html
Are you living under a rock?
@@MimOzanTamamogullar s
Yee
Phoenixster YT u can make it learn to kill a human rn its just that people dont want to make an ai like that
What would be the point in ai killing us we would be more useful to then Alive.
AI Learns “Getting Over it with Bennett Foddy” that would be so fun to watch!
Wouldn't he have to make the whole game then? it's a long game
@@thefirekonaai8919 Can not he use original game for this ?
@@huseyinfurkankardiyen2104 He doesn't use Unity to code his A.I. so he wouldn't be familiar with the code language
Yes.
He probably couldn't recreate it. He doesn't use the real game, remember.
I love how this video was made around Christmas 2 years ago and it popped up in my recommended today
Plot twist: The flappy bird is actually playing the music by hitting the bars
AI: What is my purpose?
Evan: You control a bird who twerks to fly and bypass copyrighted pipes.
AI: Oh, God.
Evan: Yeah, welcome to the world pal.
Rick and Morty reference.
Nick Z Games well the creator killed himself so he’s not gonna sue him...
Grounds_ Up oh.....
@@grounds_up3780 bullshit he's very much alive and well .
Nick Z Games I’m pretty sure that’s a cheeseburger with wings
Next video: AI learns how to hit the snooze button
Evan=destroyed. 😂
11 minute snooze is finally defeated.
@@Lukas99g scp foundation:stay where you are
AI learns how to AI
the crummy Santa hat animation (starting at 6:22) gives me life
So Here You Go, Merry Chrismas!
*flappy birds devours the Universe*
The question of the day... WIll the grandma overclock her rig???
Timur Sultanov of course, all she needs now is a gtx 2080
Nah gonna need that RTX Titan
I’m just gonna watch her not know which is better she is going to get a gtx 950 or something
I bet she will crack records with her rig
Probably not. Most old people barely know how to use a computer.
If(bird touches wall){
Sout(dont touch)
}
He used CODING and ALGORITHMS to make them not hit the wall
sarcasm
/ˈsɑːkaz(ə)m/
noun
the use of irony to mock or convey contempt.
@@DeathMetalSon if (bird about to touch wall){
(Dont)
}
Animation Hub
yeah that works
@@rowniz5001 r/woooosh
Bweeer, nice vid, nice code, nice editing... Especially the passive aggressive message to that 1 bird. :P
Programming has always been on my badside so I think this guy deserves respect for his talent
the bird was a paid actor.
The A.I. was a stream sniper.
Herleik Holtan ^
No the pipes were clearly the paid actors.
The bird ain't got nothing.
Herleik Holtan he means this isn't very educational I think
Herleik Holtan yeah I'm just good at that sort of thing
Did we just watch a guy flex on us about his coding skills for 7 mins?
SoyNutsAndKale Yes yes we did
Vanilla Coke Zero Love Ur Name
His channel is flexinc in us
Now that you say it..
Yes
This was the best christmas episode of something I've ever seen.
2:50
Minecraft TH-camr: So I did some building off screen.
The building:
He: I'm gonna sleep to enjoy my 12 hours for beauty sleep.
Me: *awake at 4a.m*
And so is the life of quarantine for millennials
You cant wake up at 4:am,
_If you sleep at 6:am_
He
Denzel Heathcote sleep 101
Lol same right know
A few lines of code.
*Writes essay*
That how code works sometimes. And by sometimes I mean always.
When you go so fast that it looks like you're actually going back
1:55 am I the only one who caught “twerking” instead of “tweaking”
Pretty sure it was intentional, but yeah I noticed the first time I saw this
1:57 " *twerking* jump mechanics"
hmmm...
Mr. Alpaca yes very nice
thiccness
Thiccness
*AI learns to fix my parents’ marriage*
Ali GAY F
Pray to the Lord Jesus and he will.
F
Phoxu you must be fun at parties
F
Lol. The Christmas version is the best. 😂
It took 6 generations.
To make literal gods at Flappy Bird.
Just waiting for the first AI rage quitting of history
EDIT: Nevermind, the AI whooped it. Praise the AI
well, there was once a tetris ai which 1 frame before game over did the only move left which prevented it from losing.. pause the game forever :D guess thats close enough
@@unitrader403 The only winning move is to not play the game; also, are you referencing Suckerpinch?
The AI only had one synapse, all it did was flap if it was below or at the level of the bottom pipe, the whole AI could just be one looped if statement
Is it just me or when the bird is going ultra mega fast it looks like he is going backwards
Ya
Nah it's not just you
I forgot what it’s called and it’s cool
@@carissamace it's called framerate :P
It’s called the stroboscopic effect, and yes, it is linked to the frame rate :)
I watched ur videos like 2 years ago thinking what you were doing was magic, now I recreate small games like this and add ML to them for fun. Thanks for the inspo bro
I really just watched a video that where uploaded yesterday and it was also sponsored by brilliant. Funny how they are still sponsoring 😂
1:50 i feel uncomfortable with tweaking being changed to twerking
Ikr
@@isaacmcclure t h i c c n e s s
He has a lot of different little spelling errors like that lmfao. I think he does them all on purpose.
The faster it gets the more it feels like it's going backwards.
Like wheels of the car on the highway😄
Aliasing problem
Its called the Qamuachi effect bruh
Madara uchiha yeah cuz there’s no reference point in the background, it’s only a still picture, if there was a tree he passed every now and then we could tell
Then when it goes faster the everything goes forward
*visible confusion*
I love how the birds motion syncs up with the music
You know code bullet you made a great Christmas episode
It's a very just like Christmas.
This is basically like naruto using clones to learn Rasenshuriken
Or get another plumber. My plumber took one look at my leak and immediately said, "This will be hard to find. I'll call a leak detection guy."
@@machranCALINTZ no u
Yeah
@@machranCALINTZ r/youngpeopleyoutube
@@user-xs4me2wg4c r/rareinsults
Oh this is pretty cool,
It keeps going forward
5:28
*OH GOD ITS GOING BACKWARDS*
i searched for this comment 😂
@@chocopuff yep
Slow it down to 0.25 and its impossible flappy bird
@@chocopuff I also LITERLY searched for that comment to see if I was the only one
@@pong5592 too fast
I love how Evan just needed to change one sprite to have a Santa hat and broke everything.
"I'll just check TH-cam for a while-OMG IT'S BEEN 2 HOURS!!!"
Basically everyone every
Me right now
This is the best song every
5:30 I can't be the only one seeing it go backwards
Edit: now I can see it both ways...
Equilton I see it too
I don’t. Lol
It depends on ur eyes, ppl see it differently
@@KnightandDay33Its a strobe effect, that is all
I saw it to i think it depends on the frameratr
A.I. learns geometry dash.
Impossibru
This video is ahead of its time
Your videos are fantastic.
The time it takes for this video is truly remarkable. The coding, editing, animation. I hope you have a team and it’s not just you cause wow.
The coding (for this AI), editing, animation are at a basic level. What is truly remarkable is the content that he's delivering with them. Got it?
@@Johnithinuioian chill
@@alsdros1183 Why do you believe I was not chill?
@@Johnithinuioian just cause xD
Johnithinuioian who tf says “got it” thats why he said chill
Next up: AI learns to code
I wonder how long that would take to make tbh
👌
They have models which can generate code which looks entirely real and is syntactically correct, but the problem is that when you go line by line it doesn't really make much sense. We need a method which can create code and make sense of it at the same time.
Next up: AI learns to conquer the world and force humans to become cyborgs to have increased mental capacity.
It will destroy us lol
you honestly got me interested into machine learning and neural networks. im getting into deep learning rn with my first project
Its 2021 and I just watched this, its awesome!
The “FASTER” part was like an anime battle.
Remember me of BLEACH at hueco mundo 😂😂😂
Motto haiyaku! Gotta go faster!
SAO anyone?
@@bullet996 gotta go faster, starburst streaaaaaaaam
"On the last episode of FLAPPY BIRD Z.."
Next Video Idea:
Teaching AI how to get through "prove you're not a robot" popups
Edit: Woah, when did I get all of these likes!😂
i think its impossible because a human being cant get it 100% even that he answered right
Hickory Stick God there is a machine do that lol
iMaleKz pretty sure there’s a chrome extension that answers those
@@thepope2412 then what's it name? i need it
iMaleKz yeah I need it too it's annoying having to do those all the time
beautiful christmas special edition
I love that by gen 6 the AI is just able to go infinitely
Do Tetris!
Yes we need this
If he reads this he needs to not forget SRS and Hard-dropping
Yes
Just gonna pause forever.
@@shakkar23 no, he should follow classic nes rules.
4:41 Did I really spend like 2 minutes to Pause to read this damn text?
Timmi Germi if you spent two minutes reading that you are a damn idiot
@@toasty7408 he mant 2 minutes trying to get the frame
or you can just use the "" keys to move forwards or backwards a frame at a time
Grant Dalenberg or click on one of the links that people put in the comments lol
@@grantdalenberg1997, not on the phone.
I really enjoy watching birds with Christmas hats being pelted by a maelstrom of pipes
That Christmas special is accurate to how Christmases in real life.. only the strong can survive
*coding is God language*
Yes
Yes
Yes
Yes
Yes
Him: does in day
Also him: still takes 3 months to make
Editing vid
I haven’t watched code in so long- ah, memories
i had to wait untill christmas to watch this again
AI plays Kerbal Space Program. You better clear out your calendar because that will be one hell of a feat.
Please see this code bullet
YES
That game is bugged to death.
Nano shuttle! 0.9 tons to Eeloo and back!
STRATZENBLITZ IS TRIGGERED
@@tf3confirmedbuthv54 No. The latest update (1.6.0) fixed alot. Even the RAM issue.
3.8 million years of human evolution and this bird evolves to be god in 6 generations
That means your "almighty" theory of evolution is bunch of sick crap !!!
noitnettaattention no, it just shows how fucking simple this game is
@@noitnettaattention Maybe you'd like to go and research a theory better than the current human evolution theory.. We'll wait..
@@rubixsentinel9 ??? Huh ?
Rubix Sentinel God is our creator but instead of it being a theory it’s true
Neat algorithm is a rlly good alg for this type of situations. Would like to see you using other algs too tho:)
You haven’t taken into account the increase in speed as the game goes on; and it probably makes the variability of the heights of the gaps even harder to maneuver with, and that’s another level of difficulty for a machine-learning algorithm that emulates the rational aspect of human learning;
There should be an algorithm that “randomly” chooses the following pipes to put, as well as the different speed at which the screen moves (so all in all how much curve balls are going to be thrown at the machine-learning algorithm), according to the objective & narrow criteria of how many possible paths, between the pipe that’s just been crossed and the one right after it, can the bird take; or rather it should calculate for how many times/way can the bird mess up between those 2 pipes and still be physically able to pass through those pipes
Yea
"Twerking jumping mechanics" " changing pipe thiccness" -_-
*thicc*
Heh
*cb lidl dicc*
Keahi Bailey *thicc* more like *T* *H* *I* *C* *C*
Tweaking?
6:10 how the hell do you break it this bad by adding a hat to the bird
ikr
Burb and hat do not go well. Have you seen Garfunkel
I dont remember writing this and i am very scared. Who is Garfunkel? What is a Garfunkel.
@@mranxiety9995 Garfunkel is Garfunkel. He owned your soul at the time.
@@Flibberdijibbet That explains it
Hello from 2021 and Merry Christmas!!
I love how everyone just skips to the demonstration part