The Most Important Algorithm in Machine Learning 

Join Shortform for awesome book guides and get 5 days of unlimited access! shortform.com/artem

Back prop is a hard, heavy thing to explain, and this video does it extremely well. I mean, that section 'Computational Graph and Autodiff' might be the best explanation of that subject on the internet. I'm very impressed - well done!

Funnily enough, the calculus portion of the video is probably one of the best explained I've seen

"Wait, It's all derivatives?" "Always has been" Great work pal. Provides excellent clarity. Looking forward to the second part.

It makes sense that you would cover both computational neuroscience AND machine learning since they both play a significant role in AI research. The sort of content you're making is definitely 3Blue1Brown level. Keep up the good work!

There could not have been a better explanation. Hats off to you

This is the best ML explanation I have seen on YT

this's by far the most clearer explaination and simplification of backpropagation i have watched

So clear and concise! Thank you for creating this.

Damn, I was wondering where you've been since over half a year, whilst I was stuck in backpropagation😂 and here you came back like a true mind reader. Glad to see you back❤

The visuals on this video is from another planet . So Good !!!!!!!!

This just might be the most underrated video on Back Propagation that I've ever seen! I hope more people come across this

It’s probably the best explanation of backward propagation. Hats off to your hard work and saving this so valuable content.

By far the best ML explanation I have seen on internet.

This is one of, if not the, best videos I’ve seen that throughly explains back propagation. It will definitely help me to be able to better explain the algorithm to others, so thank you for creating it.

This has to be the best explanation of the chain rule ever! Thanks

This is incredibly well done and helped me visualize derivatives comprehensively. Thank you.

If you couldn’t understand this explanation, visualization, clearness … there’s nothing else can work with you I swear

all these basic concepts such as derivatives, least square method, I'm learning it in my college. watching these kind of machine learning videos has made me understand the practical applications of these theoretical concepts a bit better now 😌

This is the best ever explanation I have seen. Thanks for taking the time and doing something extraordinary.

This is a visual masterpiece! Well done! Much of this was a review for me as I took the time to go through all this last year. I did an implementation of the MNIST handwritten number neural network and had to learn all the calculus covered here to work out the backpropagation math. You really do have to dig in to it to get a good handle on it but it's fun stuff.

This is the best youtube channel in my feed, and I have many.

Hands down the best explanation there is to backprop

I just have to say this goes way beyond the quality of the many chainrule videos I've seen so far. Good job man, you've got some impressive skills to keep me watching a math video and take notes past my usual bedtime

He is back! Greetings from Brazil, we've all been waiting for this release!

Dude, this is the most beautiful ML video i've ever seen. Highly informative yes, but also beautifully made. Thank you for your work.

The world needs more of you bro

Beat graphical experience with a clear information, Really enjoyed throughout the video !!!

It's very very nice to see that are you updating.

thank you so much! The most clear explanation of the topic i've seen so far, amazing job! I wish i had this kind of videos during school education.

A million dollar explanation. Thank you @Artem

Always impressive! Looking forward to the second one.

I think I just found my favourite channel of all times. I've been on YT since 2011 and never had a crush for a YT channel before today é.è

Excellent visualization! Keep posting like this! 😃😃

Спасибо, это лучший канал связок, все работает, буду это пробовать.

Excellent video, thank you. I'm already looking forward to the synaptic plasticity video!

You are the best source of understanding computation that is biological and organic (all ml stuff), thank you.

Amazing video. Underrated channel.

Great video! Very elegant explanation of back propagation, and I’m super excited to see the different mechanics of biological neural networks! Keep up the good work.

Some people just want to see the world learning. Great Video Artem!

Make more videos like this. I learned so much. Thank you for making this great videos.

I loved this content. You rock it! Congratulations! ❤

Thank you for this excellent explanations !

This is insane. I loved the video, keep it up!

Excellent explanation - I already understood this conceptually but this video gives a very good intuition for the repeated chain rule application

Very insightful video. Can't wait to see the second part. I would really love to see a video from you on spiking neural networks too!

Absolutely brilliant

Wow, hats off to you! Can't even imagine how long it takes to make something like this

31 years now, had like 13 years of math in school and another 5 years at university, first time i really understood how derivatives work, bcs visualisation instead of "you calculate it this way and derive it that way, now memorize"

I have been doing ML research for a few years now but somehow I was drawn to this video. I am glad to say that it did not disappoint! You have done an amazing job, putting things in perspective and showing respect to calculus where it is due. We forget how a simple derivatives powers all of ML. Thank you for reminding that!

Ya ví el video completo como 5 veces en estas semanas, este tema me fascina

Artem back with another masterclass!

Animation is great, but more and more people are doing it now. What make this special is the story, the complexity build-up is perfect and efficient. One needs a deep understanding of the subject and strong teaching skills to produce this.

Outstanding explanation. Thanks

omg, what an explanation. You legend, more power to you !!!

Thank you for illustration!

This is just superb, thank you Artem! Timing couldn't be any better as the gradient descent algorithm was mentioned in Grahaene's "How We Learn" which I'm currently reading.

This video explains the mathematical base of neural networks in a way I understood it the frist time enough to be able to explain it to somebody else. Thank You for that. I can't even imagine how much work you put into the animations. A master piece!

Wonderful video, many thanks!

I cannot imagine just how much effort and work this took to make.

I enjoy watching your videos, thank you .

amazing video!!!! I am recently doing AI by Hand and was stuck on the back-propagation concept. It really help deepen my understanding of neural networks and back-propagation.

Amazing explanation!

Man this is such a great channel.

This was amazing and mind blowing 🤩

Thank you sir.

Great job Artem

Glad to see ML related video from you ! As you have neuroscience background I would love to see some video that compare the current state of the art architecture work in ML with some of the inner working of the brain. For exemple if there are any structure in the brain with some ressemblance with GPT/transformers architecture, even thought the brain is light-years away I think that could be interesting :)

Really nice work! Congrats.

criminally underrated

Thanks Artem

Fantastic explanation and animations!

Phenomenal video

Yo, I'm hyped for the next video

Top notch visuals man

Another gem of a video, well done Artem!! This channel deserves 1M+ subscribers, there's nothing else like it on RU-vid.

i just made that in python for a simple quadratic equation.....THANK YOU !!!! i just learned python and machine learning !!!!!!!!!! Using desired y=0 i could also find one solution of the equation... wow i love this so much!! The only different i did was to make x the weight and not the coeficients which i wanted them to be fixed inputs What you helped me realise is that any system that can put in a computational graph like that 30:04 ...it can be embeded backpropagation regardles THANK YOU im out of words Also when the next loss is bigger or equal than the preview loss after one iteration... i divided the learning rate by a factor of 2 or 10 for more accuracy and if the next loss was smaller than the preview one i multiple the learning rate by a factor of 1.1 to 1.5 to speed up the proccess...thus having results in hundreds or even thousands less generations/iterations and less time consuming!!!!! I can use this for optimizing my desired outputs in any system !!! JUST WOW!!

The legend is back!

Wow ! This is masterpiece

I think this video alone made all my Calculus I and II classes make sense now

Как всегда великолепно!

Aha! I get it now. Impressive effort to explain, thanks

great explanation!

Amazing, enjoying very much!

Mindblowing. Just the video I was looking for. TBH, initially, I was a bit put off by your English as I am not a mothertongue myself. However, your knowledge, competence, hard work and research behind this video got me hooked. Liked and subscribed. And I will be watching this video many times.Well done!

Wow. Wow. Wow. Thank you so much. This is instrumental for my study. Makes AI math a lot more approachable.

Одно из лучших видео на данную тему. Спасибо!

Excellent explanation

Superb explanation.

Watching this video was like a breath of fresh air after some heavy math calculations! The visual explanations really helped solidify my understanding of backpropagation. I appreciate how clear and easy to follow the graphs were. Keep up the fantastic work! Can't wait for more graphic doses like this.

This is up there with 3Blue1Brown for mathematical explanation, animation quality and overall elegance. Well done.

This is beautiful!

Great job, as always! I'm glad you don't forget about this channel and about us, your fans ^_^

That is a very good explanation

Nice explanation!

I need the next video yesterday please!

I have to subscribe to this great teacher.

Most Comprehensive Explanation EVER my opinion : better than 3b 1b, No offence to 3b 1b Hes great at it and one of the pioneers who did these kind kf visual explanations. But i like your explanation as it is slow paced & comprehensive

mind blowing

Amazing video ❤