【Minecraft】World first pure redstone convolutional neural network (中文/English)(4K)

We built the world first redstonic convolutional neural network, the task being the recognition of 15×15 hand-written digits. LeNet-5 as its architecture, the network can achieve an accuracy up to 80%. We used an unconventional computational method, the stochastic computing, to realize the network, making it much simpler in design and layout compared to the traditional full-precision computing. The recognition time is 5 minutes per figure theoretically. However, limited by the computational capacity of Minecraft, the real running time exceeds 20 minutes. Nevertheless, it is a breakthrough in redstonic digital circuits, and it may inspire real-world physical neural networks.
Co-authors: Cohomology0(me), lemoon, enadixxoOxoxO, NKID00, 爱红石的小章鱼
First published on bilibili
Access to the savings (java edition):
1.16.4 CNN release drive.google.com/file/d/1yV3-...
1.19 Sculk touchscreen drive.google.com/file/d/1EIyD...
Codes on GitHub: github.com/leamoon/StochasticNet
BGM: Stellaris, and my own piece.

[@mattbatwings]

Very cool!

[@existenceispain_geekthesiren]

Was just watching your videos lol

[@aze4308]

matt!

[@yyhhttcccyyhhttccc6694]

yes

[@amongus_pvp]

yo matt

[@BoyFaceless]

MATTTTTTTT

[@sleepyhorou]

Yet another step in modern Minecraft redstone. Huge thanks to you!❤️🥺

[@cohomology0721]

🥰

[@geraldkenneth119]

I never thought I’d see stochastic computing in Minecraft (outside the very basic experiments I’ve done with it). I suppose Minecraft would be the perfect place to use such a system given it’s inherently digital nature. Definitely better than anything I’ve built and probably anything I ever will build

[@owenhoffend1277]

As someone who both does research in SC and has built with redstone in the past, this video is awesome. Especially cool to see the tanh FSM being used here

[@kiyuma1123]

Holy damn, a real AI build fully in Minecraft, this video is underated af

[@fazbearnpizzas9488]

w-w-w-WHAAT! Dude, I can't train a model with normal tensorflow or pytorch! I really congratulate you, it's incredibly great!

[@kyja5614]

This thing is so cool! i suggest using comparator priming or instant comparator for faster signal transfer.

[@shreyaskar8586]

This is really cool. Really like the visualizations. I wonder if you could do this for a small language model. Being able to look into different parts of the transformers would be very interesting and informative

[@nikocraftde]

Crazy Redstone, Beautiful Video! Respect!

[@TheFlyingMonkey200]

This is insane. Extremely impressed

[@DoxxTheMathGeek]

This is amazing! Wow.

[@Ti-07]

Dude, nice frickin job

[@S0L4RW4V3]

Beautiful~

[@ninjakirangaming6978]

You did an amazing work something great as sammyuri's project all the best and you guys could do evenm better things. Also please try these kind of ones with sculk sensors because except white stone jazz nobody does it and he just did 2 videos so you guys could bring in a great change.

[@turel528]

This is amazing!!!

[@edwardlilystark8589]

so freaking cool dude

[@roboltamy]

Very impressive, been interested in Machine Learning stuff for a while now

[@webdevvg]

YOU ARE UNDERATED

[@unsaturated8482]

Incredible.

[@yyhhttcccyyhhttccc6694]

bro we need more of dis

[@notyu528]

Bruh this is amazing! The stochastic computing stuff in MC is so cool

[@realoscar91]

This is very cool!

[@roboltamy]

Oscar (real)

[@WatchfulSquids]

ive been thinking about making one of these, but have been out of minecraft stamina for a while. i may just have a go at it now.

[@cohomology0721]

maybe you can make one recognizing letters😇

[@Dafy81]

this is insane

[@HoneyJar_0]

This is amazing! I'm currently a computer science major focusing in machine learning (big surprise) and to know that its possible to build this kind of stuff in minecraft using just binary logic is so cool!

[@cheerie4037]

Why isnt this video getting more views? This is fucking insane

[@fraikrus]

Wow! Try to implement training process and optimization in minecraft :D

[@zipengshi8375]

It may cost 100,000 years for Minecraft to train then.

[@cohomology0721]

That is too hard🤣

[@Jonathan_Wen]

Cool video, so sad that only 900 likes:(

[@hoisinglaw4261]

it's very electronic engineering

[@chrismofer]

one of the most impressive redstone creations i've seen.

[@theloyaltoast7204]

Hey can you make an in depth tutorial on the neuron part I’ve been trying to copy it from what I can see but I’ve had little success

[@reopjk6226]

Sooooooooooooooooo coooooooooooool!!!!!!!!!!!!!

[@SongStudios]

Is it possible to implement backpropagation?

[@DogzRGodz]

This is really cool. I’ve made this in python, how did you train it? Did you train it outside of mc and then import the weights? How did you store the weights, and how precise are they? It seems like it was trained on MNIST, am I right?

[@cohomology0721]

Yes. We train them outside the game (pytorch actually). The weights are stored in the dropper (you can check the video).

[@phirox]

Do letters next

[@coldxushi]

Wow

[@jeppess1423]

I'm busy with my AI and neuralnetwork studies right now, but okay I'll play Stellaris

[@just4play979]

you're a madman

[@wroodp5695]

从b站来字词 希望火呀

[@bluemarshyy6205]

How do u make this what's the basic circuit

[@aze4308]

woah

[@soubakouh]

world dont load (or load in 5 years idk, but my PC blocks, and I have mid-range PC)

[@HanRyan-jj5pe]

The same video got a 5 m views on the chinese social media bilibili,,, why it's only 17k views here ???

[@NichDevRumble]

Bing chilling

[@JCTelenio]

I don't believe in Herobrine, but I do believe in Roko's Basilisk.

[@piggynajfl6518]

I was wondering If i May have a world Download for that map. Pls respond to this comment.

[@catto88]

Yes, it is in description: drive.google.com/file/d/1yV3-tK9mA5Jp5Nc0Fi2oUtc4Ifdp705q/view

[@Josh-id4zv]

WOW. Im curious now, is it possible to create a generative AI (text) using Minecraft redstone?

[@wickiwacka]

And that is exactly what I’m attempting to do

[@bossminotaur4379]

It would be immensely more difficult. Putting aside complexity, let’s consider size. This sort of ai might require thousands to tens of thousands of parameters. GPT3 has 175 Billion…

[@civilisedzombie]

The links are broken.

[@4mper5and21]

草 牛逼

[@errormemes4404]

Me like, (me steal)

[@vaixyex704]

dude just make cnn with a fokin minecraft block while i'm strugling to learn nn

[@flamblap]

w

[@lanatsif]

Are you f*ing kidding me 🤯

[@puchika_bridger]

very NICE COOL GG OMG AAAFASDAS nn AI in minerfuft

[@iogamesplayer]

Just 25 subs, and I got 300 by making cringe roblox videos! Unbelievable

[@itsjulian5091]

orang gila

[@VegaTheBoss]

Wow