A friendly introduction to Recurrent Neural Networks
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- เผยแพร่เมื่อ 8 มิ.ย. 2024
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A friendly explanation of how computers predict and generate sequences, based on Recurrent Neural Networks.
For a brush up on Neural Networks, check out this video: • A friendly introductio...
0:00 A friendly introduction to Recurrent Neural Networks
1:38 A friendly introduction to Deep Learning and Neural Networks
2:11 Vectors
5:22 Perfect Roommate
7:13 Simple Neural Network
7:54 Simple (Recurrent) Neural Network
10:03 Cooking Schedule
11:47 More Complicated RNN
12:06 Food
13:31 Weather
14:38 Add
16:02 Merge
20:53 Start with random weights
21:05 Use Gradient Descent
21:41 New Error Function - วิทยาศาสตร์และเทคโนโลยี
![[Live] : ONE 167 วันนี้!! "ตะวันฉาย vs โจ"](http://i.ytimg.com/vi/D9_dvfIa6Ao/mqdefault.jpg)
"If you can't explain it simply, you don't understand it well enough..."
You proved it can be done...!
if you can't explain it with at least one bad pun, then you don't understand the concept of humour well enough!
Who else think Luis Serrano is a genius teacher ? Wow !
Thank you. :)
You are welcome professor !
he explained a quite complex problems in a very intuitive and easy to understand way
Amazing explanation
@@SerranoAcademy Really great lecture :) Thanks
Watched 7:30 mins and before i complete the rest of the video i felt an overwhelming need to tell you that you taught this concept in a brilliant manner
Lol I actually did the same and went straight to the comment section in the same minute
"The Vector of the Chicken." I wonder how many times in the history of humanity that phrase has been uttered.
Dmitry Karpovich
hahaha, I wonder if it's the first time! :)
I feel like there is a joke or pun somewhere in there, but I cant find it...
Thank you Luis. It's a rare talent, to explain things in such a clear and simple way.
I really love your ability to convert extremely complex concepts into simple things by giving day to day life examples. Hats off to you!!!!
Brilliant. I love how you spell out the matrices that implement the rules of the neural network. Great job pulling back the curtain on the Wizard.
Also Mt Kilimanjerror!
And thanks for the shoutout :)
Thanks! Coming from you, this is very high praise, higher than Mt. Kilimanjerror! (actually, was between that one and Mt. Rainierror... maybe for the next error function) :)
Before reading this comment I was just about to say that it's cool aproach with matrices!
By far the clearest and most approachable intro to recurrent NNs I've come across!
The most intuitive introduction to RNNs that I've come across thus far! Thank you!
Luis! I love your NN series, but question that threw me off a bit. @18:06 when you add the inputs, how did you get [0,1,0,1,2,1] when the first node is 1+0 & the second node is 0+0, shouldn't it equaled to [1,0,0,1,2,1] or is there some other input that I am missing? I mean ultimately it's irreverent because after the Non-Linear function it transforms into a 0, but just want to make sure I am not missing anything there aha.
Dang! Yes you're totally right, that's a typo, it should be 1,0,0,1,2,1... Thank you!
And yes, also right that the non-linear function makes it 0 anyway, but yeah, I put the one in the wrong place.
phew, okay cool. & thanks for the video! I've yet came across a simple explainer on how to write a LSTM RNN & this did the trick for me, keep up the great work!
Jabrils I appreciate your recommendation for this video ;)
best video on the topic so far. firstly explaining the topic in a almost oversimplified manner, and then gradually increase complexity and difficult terminology. Perfect teaching style!
It really was an amazing video. It was really nice to see how such an esoteric topic was presented in really simple way. Keep it going dude!
I have no words for this guy, what a legend! Thank you for being such a great teacher!
Fantastic!! By presenting simple Neural network operations as matrix multiplications you have explained the basics of RNNs to me in a way that no one on TH-cam was able to do! You're fantastic Luis💛
I can't believe I got to learn this for free, thank you!
Best,easy and simple explanation of RNN.
keep up the great work.Thanks
I have looked at many videos and I rarely comment so my words carry a lot of weight. This is hands down the best tutorial I have seen yet for machine learning.
Amazing .. wonderful.. What a great teacher you are!! Lot of prep required to explain a complicated subject in few minutes with an easy example.
This is hands down one of the best tutorials I've ever seen on a Machine Learning topic. The quality and the ease of explanation with which the video was made and presented really helped me understand the scary concept of RNN in a very uncomplicated way. Thank you very much.
God! This one is a saviour. It changed my perspective towards NNs.
This is the best and most easily understanding introduction I have ever heard. Fantastic!
Just want to leave a comment so that more people could learn from your amazing videos! Many thanks for the wonderful and fun creation!!!
Sir ,you have a talent for representing complication things in a simplest manner.
Intelligence, simplicity and didactic. Three ingredients of a genial Machine Learning teacher!
I've been "just getting through" my machine learning class for the last 9 weeks and now after watching this video I finally feel like I understand these concepts!
All the other tutorials just explained NN as a black box. Your use of matrices for the explanation really helped strengthen the understanding! :)
Dude you can teach this supposedly extremely advanced theory to a primary school kid with your brilliant way of explanation. Respect and thank you so much!
Watching this video for the first time exactly after 6 years.
simplest and amazing explanation thank you sir
I really appreciate how you make things simpler to understand, great job!
Best explanation on RNN I have seen so far. Thanks for doing this
thank you so much brother you a genius. you've enlightened my mind towards RNN. I've watched plenty of videos trying to figure out what's going on, but your video gave me hope. thank you so much.
One of the best videos for beginning DNNs. It sets our psyche properly for all the things to come in Deep Neural Networks.
I am really enjoying learning from your Neural Networks playlist. Thank you so much for such amazing teaching and great quality content.
Best explanation of RNNs i found on TH-cam. Thanks a tonne.
You are one of the best tutors here. You make complex things look damn easy. Thanks lot for all your videos
Congrats Luis, what an awesome video! The concept of RNN was broken down to the bare minimum and the rest of the explanation stemmed from this simple principle, brilliant!
This is the best video that user has seen which explains complex things in simple way
Thank you for making this video! It's allowed me to understand RNNs in terms of matrices much more clearly!
Hello Luis, please don't stop making these videos. Your NN series are awesome. I had to come back to comment on this. Thanks a lot man.
I have been through every single RNN video trying to understand it and you are the only one that has explained it well. I am sick of abstract topics such as NN's being unapproachable because of teachers who don't know how to explain things with a tamer vocabulary and EXAMPLES. Lots and lots of examples.
Your voice and teaching skill both are soothing enough.
Great explanation!!!...it really can't get more simpler than this. I've watched most of the videos on the subject but this was the one that really made it clear. Thanks
My hunting for clarity on RNN ended with this video. I had read many medium articles and saw the videos too. Putting all those together can't reach this video. Thank you
Luis Serrano
a must video for everybody trying to understand RNN. Really appreciate your work to make basic concepts simpler for audience.
This was an outstanding explanation of RNN... Thanks for making this :)
Thank you Luis! You are doing a great job! I liked all of your videos. With you everything is simple!
Indeed a great teacher. Loved your explanation.
Incredible! You taught this in such an amazing way. With other videos on this topic I sort of got the concept, but this made me completely understand. Very helpful for my school project!
This is easily the best RNN explanation on the internet.
This is a very easy-to-understand explanation of Recurrent Neural Networks! Good job to you!
This is gold!. How do you like a YT video more than once?
The errorrest and kilimanjerror pun was perfect!
the best RNN tutorial period. Thanks
Seriously for putting it in such a easy way and you have given a great idea of how it is working internally through matrices rather than using nodes and edges because it is way too difficult to understand and really thank you for making it such easy.
Your method of teaching with all those images is really awesome
Simple ! Lucid explaination ! clear methodology !
SUBSCRIBED !!!
Loved this video! You've demystified RNNs for me! Thank you so much.
Very well explained in simple words. Thank you so much.
This tutorial has reinforced my understanding and see it in a new light. Superb explanation. Very very clear. Thanks very much.
now i can practically teach my students about gradient descent, very intuitive lessons here.thanks alot
Hands down the best vid I have ever seen. Great job mate. Great job.
Bingo ! My journey to understand RNN intuitively finally ends, thanks for this great video.
Thank you very much for that prompt response, Luis!! You really have the knack for clarifying these fundamental issues. I understand clearly now the motivation for recurrent neural networks.
I am normally very lazy in commenting, but this guy made me do it. You Sir are awesome!!!
A very clear explanation. You did a lot of work to come out with really clear teaching. Thank you very much
Before I go any further, I really liked how you stated what Machine Learning does to us.
Genius!!!
Excellent! You make it simple and clear to understand. Awesome Luis Sir...
Thank you for the video, your explanation is clear as crystal
Thank you very much for this tutorial! It was my first lesson about RNNs, and you made it so clear! Brilliant! I am going to check the others tutorials out!
Fantastic explanation. Thank you for the insight into the inner workings of a RNN
i LOVED THE INTRODUCTORY WITH YOUR PICTURES, exactly what happened to me.
whole day was looking for this
Luis,
Great video as always ! I am in udacity machine learning nanodegree program and I love your teaching style. Please keep making videos you are making a big difference for people like us.
Thank you for your message, Avinash! Great to hear that you enjoy the program! Definitely, as time permits, I'll keep adding videos here. Cheers!
Especially the mapping between the operations on matrices and the network of nodes helps visualize the topic. Great job, sir, indeed! Thank you
Whoa this helps a lot. I watch a bunch of videos about this and I keep getting confused. Glad I find this video. Thank you!
Luis, you are the man! You demystified that brilliantly, Richard Feynman style.
aha nevermind, this was answered at 20:55 -Another question, @--11:50-- when you show the food & weather matrices, practically speaking, how would these parameters be found? via training your network right? It's my understanding that these matrices represent the weights to, I guess I can call them the first hidden layer nodes, is this correct? Do you mind clarifying this a bit more please? I'd really like to make sure I understand the material but I was born a visual learner haha :D-
hey Jab
Sir, this is really amazing. Loved this example in general because Neural Networks as a linear transformation in general sounds so cool!
Luis Serrano, you have an incredible ability to represent tough concepts in such an interesting way
Congrats Luis! It is explained a quite complex problems in a very intuitive and easy to understand way
This is a kickass explanation of RNN.. You are a genius in teaching.. Trust me i am a student of one of the renowned institutes of the world.. but i didn’t get to hear this simple and effective way of teaching
Excellent, intuitive, fun explanation of RNNs. Thank you!
Best video I found that explained RNN, thank you🙏🙏🙏
Genius! It is amazing how you can weave a story from mathematical operations and functions.So interesting to watch your videos. Learning can't be more fun :)
Best explanation I found for RNN.
Thank you so much for the neural network series. Such simple explanations without the mathematics.
Excellent explanation!! So clear and the animations are gorgeous. Thank you :)
one of the best videos so far!! Thanks a ton, man for explaining this.
This is the best for beginners. You deserve more likes!
Outstanding explanation to a complex concept. awesome!!
Thank you very much for the brillant lectures on NN. Best regards.
Great Explaination sir in very simple language thats signof the best teacher
wow! this is the exact tutorial I've looking for ages, by starting with examples and motivation, then moving into matrices multiplication. now I think a dump like me can understand how RNN works...
Easily the best video on RNN intro out there
Excellent video. I understood it only after watching this video. Tried many earlier. Good Service
Fantastic explanation through a tangible example and simple (and right) math principle evidence.
This video was put together incredibly well. Thank you so much
17:50 is the most important figure of the whole video. The explanation was very good, simple and easy!
Wowww. Amazing description!!!!
Great set of videos. You make complex topics understandable. THANKS!!
Excellent!!!
Just got what I was looking for understanding RNN with mathematical implementation... Thank you flocks...