Small Brain, Big Think: AI on the Edge

Рет қаралды 453,092

3 жыл бұрын

Cram deep learning in your pocket with these clever hacks. Discover how to stuff artificial neural networks into your favorite underpowered microcontroller!
Rad video about my Somatic data glove: • AI Data Glove: Somatic
Download my gawd-awful code: github.com/ZackFreedman/Somatic
I'm on the Instagram! Come look at my projects: / zackfreedman
Recipe for an Artificial Neural Network (Blue Mai Tai):
1.5oz hidden layers (white rum)
1oz transfer functions (fresh-squeezed lime juice)
0.75oz training data (blue curacao)
0.5oz input/output layers (Plymouth or American gin)
0.5oz validation data (orgeat)
1. Fit the model to the training data (shake all ingredients with a handful of crushed ice)
2. Load trained model in TensorFlow (pour into tall glass, ice and all)
3. Optional: Convert model to TensorFlow Lite (strain drink into a smaller glass)
4. Optional: Embed in firmware and run with TF Lite for Microcontrollers (strain into an even smaller glass, discarding excess)
5. Optional: Verify accuracy of quantized model (garnish with cocktail umbrella)
6. Run inference with the model (drink)
I learned this stuff from "TinyML: Machine Learning with TensorFlow Lite on Arduino and Ultra-Low-Power Microcontrollers" by Pete Warden and Daniel Situnayake. Jeez, O'Reilly, what a title. You can read the important bits RIGHT NOW on Google Books: books.google.com/books?id=tH3...
Thanks to my gorgeous wife Brooke for her tireless help in filming, editing, and cocktail testing.
Licensed and public domain assets:
Glass break, explosion, horror atmosphere SFX - ZapSplat.com
Interference SFX - Partners in Rhyme
"Self Driving" by Sro - FreeMusicArchive.org
"Colonel Bogey March" - Wikimedia Foundation
Thomas the Jerk Engine voice clips - TTSMP3.com
Russian EVA GoPro footage - Public domain, DL'ed from Archive.org
"Incredible Machine" - Public domain, DL'ed from Archive.org
"Threads of Technology" - Public domain, DL'ed from Archive.org
"Zip Codes with the Swingin 6" - Public domain, DL'ed from Archive.org
TV glitch stock footage - Videezy
Copyright holders:
"Scanners" - Criterion Collection
Thomas the Tank Engine - Gullane Ltd
Juicero - Who knows. Some VC?
"Nope" voice sample - Valve Inc.

Пікірлер: 908

@4.0.4 3 жыл бұрын

I totally agree with the sentiment that "smart things" don't need to be "internet of things".

@fredwupkensoppel8949 3 жыл бұрын

The thing about shmart IoT shtuff is: If the company that made my cheap ass "smart" electrical socket plug thingemagings goes out of business, I essentially have a very overengineered in-line power switch sitting there, pinging a site that may be bought by any random troll for cheap for all of of eternity. Once I got a job I'll invest in some Ubiquity plugs or even find the time to learn how to solder my own. With a VPN tunnel into my home network it'll be exactly as useful as before, but without the "sending random data to china" part.

@stabgan 3 жыл бұрын

@@fredwupkensoppel8949 lol

@murilospineli2241 3 жыл бұрын

@@fredwupkensoppel8949 that was very specific

@leonardo9259 3 жыл бұрын

@@fredwupkensoppel8949 that's sounds more like an anecdote

@magfal 3 жыл бұрын

Tasmota is great 😉

@Terminarch 3 жыл бұрын

Build a shoulder mounted turret that reads targeting info from the glove so when you flip someone off it shoots them with 3D printed nerf cannons

@ZackFreedman 3 жыл бұрын

That would RULE

@tdoge 3 жыл бұрын

@@ZackFreedman I know the perfect partner for this project: Michael Reeves

@fredwupkensoppel8949 3 жыл бұрын

The US Military has entered the chat.

@MatureFister 3 жыл бұрын

DARPA has entered the chat.

@vagg1109 3 жыл бұрын

@ShroudedPanda yeah...this glove could have an extra capability...electrifies people just with thinking 😬

@marthinwurer 3 жыл бұрын

Dude, this is amazing quality content. I don't know how this video only has a few hundred views.

@ZackFreedman 3 жыл бұрын

You're too kind. I'm still a new channel, and I think KZfaq's great and mighty Algorithm is still figuring out who to show my videos. I built it, so hopefully they will come!

@queenoffaygo 3 жыл бұрын

Well it’s up to 13k views now

@Jianju69 3 жыл бұрын

Agreed. Excellent content for the inquisitive hardware hacker. Subscribed.

@canesvenatici9588 3 жыл бұрын

@@Jianju69 I don't think he's hacking stuffs...

@bob2859 3 жыл бұрын

@@queenoffaygo it's up to 29k views. almost tripled in 4 days

@hassamkhanwazir278 3 жыл бұрын

5:32 As someone working in a research lab, I felt personally attacked. In my defense, I was on a lunch break when I watched the video. Keep up the good work!

@markhaus 3 жыл бұрын

As someone who works in full stack web development, your description of us is at least 80% accurate

@jeffbrownstain 3 жыл бұрын

You're the type of person I want my friends to be.

@seejj 3 жыл бұрын

LOL'ed at, "Get back to work! You've a virus to sequence!". Loving these videos.

@ramade9040 3 жыл бұрын

Bro we looked identical

@gravestoner2488 3 жыл бұрын

You both look like the ends of q tips

@malikashtar7216 3 жыл бұрын

@@gravestoner2488 hahahaha 🤣🤣🤣

@efrainvelazquez9033 3 жыл бұрын

As a brand new engineering student, your channel makes me excited to see what is possible with a little understanding. Keep the good content coming!

@favesongslist 3 жыл бұрын

Agreed, we stand on the shoulder of giants with a LOT of understanding.

@dannychenski687 3 жыл бұрын

@@favesongslist omg why is everyone here thinking the exact same thing I'm thinking

@MatureFister 3 жыл бұрын

Until your bachelors you will merely have covered the basics for all of this. They are importan and all, but its even more important to educate yourself with awesome content like this to see, as you already said, whats possible with stuff that you will think is useless (linear algebra and so on)

@MatureFister 3 жыл бұрын

sry, just reread my own comment and almost suffered a freaking stroke. all i mean is that, you will hear yourself say "what do i need this for?". See all that crap you will cover are the fundamental basics upon which alot of more adanved stuff is built upon. I suffered the price for not paying attention in the beginning, i hope you dont get discouraged as quickly as me.

@MichaelBehrnsMiller 3 жыл бұрын

This guy is such a joyful combo of careless carefree humor and actual hardcore smarts.

@berndo3038 3 жыл бұрын

I understood the word "glove" and that's about as far as I've gotten.

@dimitarivanov7249 3 жыл бұрын

Nice I thought I am the only one by looking at the comment section. Looks very interesting though :D

@youngre6el38 3 жыл бұрын

Same

@kurodanny 3 жыл бұрын

Same

@gyorsomogyi 3 жыл бұрын

I have nearly same lab like you. 90% of the tools is identical. I use a prusa printer too :) And i working on an AI controlled mini robot. So now i'm happy, because i found a same crazy guy like me. :)

@ZackFreedman 3 жыл бұрын

I see you have good taste!

@dull218 3 жыл бұрын

Should add content

@gyorsomogyi 3 жыл бұрын

@@dull218 I'm work on it.

@MrHitomiplum 2 жыл бұрын

@@gyorsomogyi Its been a year, get on it! I demand more mad inventor content.

@directeeccks 3 жыл бұрын

When youtube suggestions actually works well for you! I've binged 4 of your videos so far!😂😁you got good humor and projects brother! I appreciate you! #goals

@ZackFreedman 3 жыл бұрын

Thanks a lot! I appreciate that. Enjoy the show!

@h3Xh3Xh3X 3 жыл бұрын

I just binged the whole channel instead of sleeping

@Resonantfate 3 жыл бұрын

@@h3Xh3Xh3X it's the obvious thing to do.

@faramoftae 3 жыл бұрын

As a musician I have often dreamed of a MIDI controller where I could sing a bass line then percussion then whatever into a loop and have the software pick an instrument to play based on the sound im making and parse simple verbal commands like pause and play. Some time ago I thought AI would help me realize my dream but as I looked into it the process, huge computer / cloud requirements shot the whole idea down. Thank you for making me realize it's now not only possible but portable! Great channel. All the best.

@suscabogdan6442 3 жыл бұрын

Here is a cool ideea: this glove can be used to communicate better with deaf people. You can make it to display words based on what you are doing with your hand in sign language. I think this would be pretty cool. I came from instagram by the way, keep up the good work!

@ZackFreedman 3 жыл бұрын

Thanks a lot! That’s totally possible, especially with how flexible the machine-learning architecture is. If I trained it with words instead of letters, it might just be doable!

@eatcomics 3 жыл бұрын

@@ZackFreedman Some university kids did this recently. Well I don't know if it uses ML, but they're gloves that translate sign language. It was cool, but I need to actually read the article sometime.

@ZackFreedman 3 жыл бұрын

@@eatcomics That sounds rad. If you can find it, I'd love to read it.

@MordecaiV 3 жыл бұрын

Magical translating ASL gloves are a perennial idea. Unfortunately, it is generally a perennial idea of hearing people, and not always well-researched with linguists and native signers... Anyone wishing to pursue this should start here: www.theatlantic.com/technology/archive/2017/11/why-sign-language-gloves-dont-help-deaf-people/545441/ grieve-smith.com/blog/2016/04/ten-reasons-why-sign-to-speech-is-not-going-to-be-practical-any-time-soon/

@vagabound1010 3 жыл бұрын

lol! I am a "researcher working on sequencing a virus" watching this video for it's quality content!

@pedroivanfernandes2997 3 жыл бұрын

Dude, pleasantly surprised by the quality of your content! I came to the video expecting some guy rambling on about general ideas on the subject, and was faced with a full all-out guide on how to embed AI. Hats off!!

@justinclark9258 3 жыл бұрын

Californian's may not know this but.... lol. that right there got you a new subscriber.

@EricLaspe 3 жыл бұрын

We have surprisingly bad internet access in the heart of Silicon Valley. Comcast owns everything, so you have to sell a kidney for 100 Mbps.

@p3chv0gel22 3 жыл бұрын

@@EricLaspe here in Germany, i am happy, to have WiFi, since i would need to go up the next hill, just to send a SMS

@connorazzarello5514 3 жыл бұрын

@@EricLaspe Facts

@javidfarhan1675 3 жыл бұрын

_cries in Indian_

@King-bx4ch 3 жыл бұрын

@@javidfarhan1675 cries in African

@armLocalhost 3 жыл бұрын

That project was very cool! And the TF Lite for micros looks very promising. So glad that found your channel! I'm enjoying every one of your videos! From myself I'll add that if even after all optimizations you still cannot fit your model you can try to "distile" your network. It's a technique when you train a smaller network using the big network as an input. Sometimes it works and decreases performance by tiny bit but also deceases the model size significantly.

@coachaitechnologies 3 жыл бұрын

Humour is absolutely brilliant. More videos on edge devices please - thanks for the cocktail recipe :)

@brainisfullofnonsense8183 3 жыл бұрын

New sub here... Just finished a 4 episode mini-binge and I am impressed with how you are able to present technical subjects with a humorous flare, so much so that watching episodes where I already know about the subject matter, such as circuit boards, was still bery entertaining. Here's to 100k subs! Almost there....Amazing, but well deserved, growth rate.

@rzimmerdev 3 жыл бұрын

Jesus Christ just subscribed to the first video that I viewed. A few years from now on and this channel is going to blow haha. Good luck!

@picasso566 3 жыл бұрын

The explanation, the tech, the guy from Scanners getting mind blown? I'm an instant fan. Subscription confirmed.

@bringerod5141 3 жыл бұрын

I had a project with edge machine learning this autumn and this video would have saved me so much time understanding it all. Was refreshing to watch this after tho, awesome!

@jamesbriggs 3 жыл бұрын

This really is one of the best programming/build videos I've ever seen, will definitely be watching the rest, amazing content

@svelle37 3 жыл бұрын

honestly if you could turn this device into a mouse pointer/replacement this could be a game changer. I currently struggle with hand pain and basically shouldn't use any kind of mice, not even ergonomical ones and thought about alternative input methods for quite a while to help with the recovery. Might need to look into building one of these gloves to try it myself :D

@noahcarver1707 3 жыл бұрын

"stop watching youtube, ya slacker" aight, damn!

@pistolpete8518 3 жыл бұрын

I have no idea what you're saying, but you're sense of humor is worth the brain scratching! this channel smacks of early "This old Tony". I love it!

@NigelTolley 6 ай бұрын

This video! Amazing. Years ago I was trying to get NNs working on rPi, and it was nearly impossible as training took forever. This sidesteps it all and user the big beasts where required, and then you put it into a tiny uproc to really knock it out the park!

@joflo5950 3 жыл бұрын

Please, please, please build a mosquito carpet bomber (with ai)! LMAO

@ZackFreedman 3 жыл бұрын

Ooh, the wife is a mosquito magnet. She'd love that.

@matejlieskovsky9625 3 жыл бұрын

@@ZackFreedman I heard about some project using IR cameras, retroreflective tape and blu-ray lasers to zap mosquitos in midair. High-tech equivalent of mosquito netting that gets rid of those blood-suckers permanently.

@SirusStarTV 3 жыл бұрын

@@ZackFreedman make artificial chameleon tongue mosquito killer

@Faisalamin01 3 жыл бұрын

10:37 I see what you did there.

@Dmanjack Жыл бұрын

While i wont be tackling orignial projects on a scale that you do , your videos of your projects and a few other youtubers have got me into playign with electronics again , thanks :)

@erikhellman3974 3 жыл бұрын

My man, you create such good videos and have such great ideas for content. Super proud of you and happy I have been subscribed for so long! I always look forward to them! For this project I knew how to do everything except the machine learning part and you explained that super well. I am still learning in that area but there is a lot of fun things we can do with it! Keep up the great work!!!

@TuboMattiuOfficial 3 жыл бұрын

3:52 I never expected two italian liquors in a machine learning video...

@jeffwells641 3 жыл бұрын

Why the devil NOT?

@kapwiing3093 3 жыл бұрын

Man I just found some high quality content here.

@inkedcoder 3 жыл бұрын

First time viewer and I know this video is 4mos old. Can't wait to watch more innovations! One thing I'd add if you haven't already is to add a segment of you specifically using the build as intended. THANKS FOR THE AWESOME CONTENT!

@smilingjak 3 жыл бұрын

Love the video! Tried to do this 5 years ago for a project which indeed couldn't rely on a stable internet connection. Amazing to see how far we've come! At the time I had to use a prototype sipeed risc-v microcontroller and 3 different chinese compilers to get the job done 😅.

@cookiesaregreat 3 жыл бұрын

See, the real problem is you can't build a subscription model on embedded AI.

@Resonantfate 3 жыл бұрын

I saw the juicero in either this video or the one before it, and heard you mention chooching. I see you. Also, subbed several videos ago.

@ZackFreedman 3 жыл бұрын

Fun fact: I didn't intend the Juicero to be an AvE reference. I was just researching examples of ridiculous IOT devices, and every list had it. It's just such a ridiculous device.

@Resonantfate 3 жыл бұрын

@@ZackFreedman Truly, the Juicero as a product was such a bizarre concept. Really, I guess the device itself wasn't too strange, but their obscene super elitist consumerist business model certainly was ... special.

@chrismeisch9922 3 жыл бұрын

This was a great video. I am an older computer guy that has a very small programming background (but growing) and I even followed this fairly well. Hell it was so entertaining that I will watch it a couple more times. Thanks man!!!

@joliver1981 3 жыл бұрын

Incredible stuff! Subscribed! This is actually going to help me with a project I’m actively working on. So glad I stumbled across this video and your channel. Thank you!

@waffles3987 3 жыл бұрын

Fun video, love the sass

@ZackFreedman 3 жыл бұрын

Thanks my grid-shaped breakfast pastry brother

@codaq4043 3 жыл бұрын

I’m a computer engineering major and I don’t learn how to do any of this in school, if you see this please tell me how you started and what you learn to figure out stuff like this

@airman122469 3 жыл бұрын

You should have access to a machine learning class. I took a ML class during grad school. If you don’t, MIT has some open courseware stuff for ML.

@MisraPreetiman 3 жыл бұрын

I'm glad I got this on my recommend. Leaving a comment for the algorithm and also for the insane content. You're an inspiration !

@jinflip 3 жыл бұрын

Good stuff man. as a layman, i feel like I'm learning a lot watching your videos. my favorites are the start to finish projects.

@mihhailgotovtsev2555 3 жыл бұрын

You are awsome! Can youtry to teach sign language to the glove and then make an integrated speaker voice them?

@ivandriggs9077 3 жыл бұрын

Midway through I felt that there was something weird in his face and after a while I realized it was that he didn't have his screen classes on 😂😂😂

@yousufqadri4893 3 жыл бұрын

I have finally found a likeminded person. Thank you. I hope to follow your footsteps with the knowledge of data science machine learning and to combine it with my mechanical engineering / manufacturing experience

@overflow7276 3 жыл бұрын

Oh boy. The amount of effort you put into your Projects AND videos is breathtaking! Great Work! I wish I knew enough about all of this to replicate your project but I am only a hobbyist and studies cell biology sooo...

@Gounesh 3 жыл бұрын

I wish I could understand whats going on. Great video, I guess?

@arjunabeuger 3 жыл бұрын

Dude, you remind me of a friendlier and funnier version of the Russian villain in Iron Man 2

@KillianMeehan 3 жыл бұрын

Absolutely delighted I found your channel! Maybe the algorithm is finally giving you the recognition you deserve. Really quality content. 🤘

@joey199412 3 жыл бұрын

Extremely cool project. I might give something like this a shot as well to start getting more familiar with ML. Especially now that I know it's possible to pull things like that off on microcontrollers. As an embedded engineer I'm usually kinda scared to veneer in higher level abstractions where I don't know exactly what my hardware and code is doing but it feels like that's where the future lies so this "locally done ML edge computing" on microcontrollers might be a good place to start. I also liked your video about PCB evolution throughout history. I expect your channel to explode one day.

@GeraldOSteen 3 жыл бұрын

I'd love to see this as a device for translating ASL.

@hansdietrich83 3 жыл бұрын

Omg yes! ASL live translation gloves

@hmm11111ooo 3 жыл бұрын

This is way beyond my skill level but I love it. Keep up the funny vids, and don't get lured to the silly youtubers side, but I know you're too clever for that.

@ZackFreedman 3 жыл бұрын

Silly? Me? Never. This is a serious channel.

@Harry_Blotter 3 жыл бұрын

Man, YT recommendation algorithm nailed it today. Fantastic work and love the production quality of the vid.

@ShrirajGPethe 3 жыл бұрын

Man, i love the content and also the presentation of it. But I'm soo glad that this exists

@drac.96 3 жыл бұрын

Pretty sure that they could cram GPT into this in a few years lol!

@4.0.4 3 жыл бұрын

Isn't the whole point of GPT-2 and GPT-3 to have so many parameters that somehow it works?

@TheNikotin33 3 жыл бұрын

why am i watching this at 2am? i cant even code

@Purp1e_Grapes 3 жыл бұрын

yet...

@chess1011 3 жыл бұрын

Thank you for teaching me how to make a cocktail 🙂 A high quality super duper amazingly one of the best content on KZfaq ❤️😎

@kristinahostacna9628 3 жыл бұрын

I've probably never been so glad for clicking yt recommendation as I am now. Amazing video, awesome projekt.

@mikkjunger 3 жыл бұрын

My dude. Very cool video. Neural networks have a high overhead to implement on an embedded system even when you quantize them and do all the fancy tensorflow magic. Looking at the 2 seconds of your training session it looks like maybe a support vector machine or a tree classifier would work. Both are pretty efficient and can be implemented in a embedded systems without major problems.

@FuZZbaLLbee 3 жыл бұрын

When choosing a development board, also take in to consideration the hardware accelerated AI boards. - Jetson nano - Rasbarry pi wit intel movidius stick - Miaxduino - Googles coral etc

@alefratat4018 3 жыл бұрын

They are not MCUs

@wege8409 3 жыл бұрын

I remember when Amazon came out with a paper describing a way to make big neural networks small with similar performance by quantizing down the values. Neat to see it applied! :)

@shiftybroccoli8891 3 жыл бұрын

Loving the film on the oscilloscope You are incredibly talented

@resetreboot 3 жыл бұрын

This is pure golden knowledge. Thanks for the video, mate, this can level up anyone's microcontroller game.

@mhn23visual 3 жыл бұрын

You are awesome, Zack! I mostly only understand 10% of what you are saying but the humor, you skill and the content is awesome. Keep pumping out the projects! Best luck to both of you (:

@MistressKuroko 3 жыл бұрын

I have almost zero experience with coding but I found that I could almost follow all the way along. You explain things very well! Thank you!

@sinpwnzorz 3 жыл бұрын

Thanks a lot... I just ordered 2 Teensy 4.0's lol. Oh, and I binged all of your other videos. And linked them to all my friends and discords. You've got a lot of the same projects I do! Except... you finish them. And know how to do it... lol. Epic channel. Nice fast paced presentation which is great for my ADHD. I need to make a glove similar to yours.. but different

@dawidlaszuk 3 жыл бұрын

Cool stuff. Nice project! Looking forward to see more notes from the front.

@AshuutoshhSin 3 жыл бұрын

Loved it man❤️ I hope you get millions of views, cause you deserve it.💯

@DonCarlione973 8 ай бұрын

Great episode! I love this techy stuff 👍🏻👍🏻

@ananthnarayanan7246 3 жыл бұрын

I didn't understand one bit of this video but sure loved this guy's passion and cool stuff he did❤️❤️❤️! Keep going brother ❤️

@jeremywest7230 2 жыл бұрын

Right now I am working on a project that is very similar--I am aiming to connect a touchpad to a microcontroller which will translate the touchpad inputs into letters, and print them on a computer like a keyboard. This video is perfect! I have to pretrain a network to classify characters and then cram it onto a microcontroller (my choice was a Teensy 4.1, what a coincidence). Your video is exactly what I needed. So glad I found someone else on the internet who is doing something similar to what I'm doing AND made a great video on it.

@ZackFreedman 2 жыл бұрын

It's totally doable. You also don't need to get hung up on configuring the touchpad for absolute input, since the network doesn't care. It should actually be much easier now than when I made this video, since TFLite has developed significantly.

@MPReilly2010 3 жыл бұрын

Just excellent, thanks for sharing all the hard work!

@waldiniman 3 жыл бұрын

First of all, Zach your channel is A+ godlike froth. Second of all, check out the oscilloscope video from Smarter Every Day about drawing with sound waves if you’re not already familiar. Thank you for sharing and I look forward to all of your content yet to come.

@murjoshua 3 жыл бұрын

Now I trust the KZfaq recommendation algorithm, This is the best Chanel to start the year with! Great contents!

@gwapod9885 3 жыл бұрын

In my career as an assembly language programmer I use to love taking sample code from a software engineer that was megabytes of Matlab generated algorithms and reducing it down to only a few lines of assembly instructions.

@brunotardaguila 3 жыл бұрын

No dislikes. Of course, well deserved! Awesome stuff as always. Glad you are growing so quickly and I wish you the best of luck in this youtube adventure!

@berkanttugberkdemirtas3991 3 жыл бұрын

Wow mate... I don't know how KZfaq recommended me this video but I was like in a dream while watching. Amazing content, thanks for doing it. I will definitely subscribe you, share you, and watch all of videos of you. Great work.

@victorsebastian5589 3 жыл бұрын

I don't know anything about programing yet found this so interesting and entertaining, this is Quality content bro!

@zet0korp 3 жыл бұрын

Thank god, youtube algorithm sending me this marvel. Great job mate, really love the idea and the no-fuss/friendly approach/

@shreyanmehta6999 3 жыл бұрын

I got your video suggestion, never saw your video this was first time, first time i subscribed to a channel on first video i watched. your awesome man

@JS19190 3 жыл бұрын

Subbed and liked, great video! After watching 40+ videos on Tensorflow(light) the last 12 months, the KZfaq-AI didn't have to crunch too many numbers in order to decide that I'm probably in the target audience haha :)

@jaehoc 3 жыл бұрын

Really nice video. explanation of edge computing was perfect.

@DivineMisterAdVentures 3 жыл бұрын

Insane! I have been resisting, waiting for a simplification, and here it is, all afroth! So extrapolating to higher levels, from single characters to a complex (note non-neural) communications network - you're describing the primitives of an ideal new operating system. I would think that a stand-off lidar system instead of a complex mechano-electrical end?

@amberstruthers3228 3 жыл бұрын

I'm so happy I found your channel!

@saltlight4220 3 жыл бұрын

This video should’ve more views and like. Thank you for sharing this.

@shodanxx 3 жыл бұрын

Wow, I recently started watching your more recent videos over the past month and just found this one. Damn that is really really impressive !! This has to be turned into a proper VR input controller, goodbye overpriced valve knuckles, this is going to blow them out of the water !! And you just added a couple more memetic pixels to my understanding of real world AI programming ! Thanks ! I feel like I could almost make one of those tensorflow thingy if I really had to.

@alexandertgtalbot 3 жыл бұрын

I'm really enjoying your content. Thanks!

@LucianoBAF 3 жыл бұрын

I had to do it in 2019 for a last semester project that I insisted to solve by embedding a ML network into an Arduino Uno. After a lot of research the only way I managed to do it was to make the matrices by hand and take the trained Tensorflow model weights and paste them into matrices. Very nice video!

@justintyler4814 2 жыл бұрын

I used to be completly clueless to this world and now little by little this guy has taught me so much

@andriohalfer4615 3 жыл бұрын

Just couple days ago I've watched "Fugou Keiji: Balance:Unlimited", really got inspired by the AI they show there, so i was about to look for ways to create one or copy(not a programmer at all, but i can work with instructions), it would definitely need an input method that isn't a keyboard, and here youTube algorithm recommends just the right thing! Thank you for making this great video, i will be looking into your idea(if you don't mind, that is).

@ristekostadinov2820 3 жыл бұрын

Man the youtube algorithm realy loves you, you are gaining like 1k-4k subscribers per day with a channel sub 100k subscribers. Im not complaining love your content :)

@workethicrecords5901 3 жыл бұрын

From someone who works mainly with firmware and embedded stuff, I always just kindof wrote off machine learning as outside the realm of possibility right now. I didn't even know this was an option, which is a great additional tool in the toolbox.