Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition
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- Опубликовано: 24 авг 2018
- If you enjoy this, check out my other content at www.michaelphi.com
Recurrent Neural Networks are an extremely powerful machine learning technique but they may be a little hard to grasp at first. For those just getting into machine learning and deep learning, this is a guide in plain English with helpful visuals to help you grok RNN's.
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The written version of this video
/ illustrated-guide-to-r...
Sources
iamtrask.github.io/2015/11/15...
colah.github.io/posts/2015-08-...
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Check out the written version on my blog!
towardsdatascience.com/illustrated-guide-to-recurrent-neural-networks-79e5eb8049c9
Hey Mike. Loved your informative video and your work. I am your FAN.
Could you help me visualize the RNN as a normal neural network with input layer and hidden layers etc.
Older videos = better and high quality
This was great. I have seen countless videos on RNNs and LSTMs and nobody explained it by taking a simple example like you did. It was a perfect balance of theory with application.
Loved how clear and minimalist your animations and explanations were--really allowed me to focus on understanding the high-level intuition around RNNs. Thanks so much.
Yeah, finally a video that does not start with the useless "Hello! So basically [insert a two page long formal description that I'm not going to explain]" :D
Everyone, thanks for watching! I have plans to do a series of these on practical ML algorithms widely used in the industry. Subscribe for more!
Dude if you still hang out on this channel then thank you very much for clarifying the concept of RNN! You rock!!!
This is the CLEAREST explanation of RNNs I've seen. Thank you.
Just the right amount of jargon that I understood but didn't get bogged down by. I feel much more comfortable tackling the details of RNNs now so thank you for making this video!
Its awesome. I was struggling for many hours to understand the concept of vanishing gradients but you made me understand just in 10 minutes. Thanks!
the best Video i have ever see about RNN thank u alot
Mohamed Labn i don't think so. I guess he doesn't really know what's LSTM. Everything here is so stereotypical.
He made a second video about LSTMs and GRUs
Has plenty of saliva too!
OMG I FINALLY UNDERSTAND HOW RNNS WORK OMG THANK YOU SO MUCH NO ONE HAS BEEN ABLE TO EXPLAIN THIS TO ME AS WELL AS YOU YOU ARE AMAZING I LEARNED THIGNS THAT I WAS NEVER ABLE TO LEARN THANKS TO YOU
I really like your videos. You give reasonably in-depth explanations, very clearly, and in about 10 minutes.
finally, my vanishing gradient concept is cleared. A big thank you. Keep up the good work. You have definitely added one more subscriber.
This is the best and simplest explanation i've found about RNN's by far. Thank you man.
I've seen people saying that this is the best tutorial ever in each video. But this video is actually great video.
This is, without doubt, the best quick explanation on RNN's I've seen so far.
Very clear explanation of what had previously been something of a mystery. Excellent! Thank you!
This is the best explanation of RNNs I have seen on RUclips!
Yo dude! I finally get it! Thank you so much for your videos. They are amazing. I am more of a visual learner and your videos have helped tremendously. Please keep them coming.
Probably the best explanatory video about RNNs
that clicked for me :) Thanks!
I found this to be incredibly helpful. Very well articulated and the visual representations are great. Thank you.
this is marvelous creation till now in the video lectures. Completely understood the basic concepts with very cool visualization. Great Man. Keep it up. Want more like this.
Thanks for the kind words :). More to come!
RNNs can be intimidating for beginners. The way you introduced them are exceptional. Thanks for the video.
Awesome explanation. Liked the intuition aspect of explaining RNN. Keep the great work going!
You are incredibly informative while staying concise. Wonderful video!
Great Tutorial ! Thank you so much. I came to RNN's tutorial after going through LSTM and GRU tutorial only to understand why does vanishing gradient occur. I could understand it really well. It's very helpful. Please make more such videos. Big Help!
Best explanation on RNNs on youtube! Thank you very much!
Honestly really great explanation, as a art major, I think I at least understood the mechanism for my big data class now, thanks!
More please! You're great at talking and conveying information!
Great Tutorial Michael. Extremely clear and easy to understand.
Awesome video keep it up man !! Definitely great video ! I like how you explained in a really intuitive way !
As someone new to RNNs this explanation was very clear. Thank you.
the best video about sequence models. I become a big fan of you.
After a few gems like Luis Serrano and 3B1B, you are next who explained the hard concepts in a simple way with a lot of fun. Thank you again.
A pretty good video to get an intuition of RNN, thank you for illustrating it in that way
Thanks for this! I came out of my class with a very very blurry idea what RNN were, it's a lot clearer now! :)
Great video! This is very helpful for my machine learning course project. I'm researching how to make an NN that can compose melodies so your video about RNN's was a great primer!
your explained the vanishing gradient problem so much better than the course I'm taking, THANK
no perfect explanation exists
except what you did. Thank you lot!
this video made me finally understand how RNNs work. Thank you so much!!
Explained better than my PhD professor, you saved me before RNN hw and final exam!
Thank you man :) i really love your presentation ! i am so grateful, i hope you keep up with your videos
thankx again
super cool - simple, easy and crisp!! Thanks
Yeaaahhhhhh! I got the light bub moment! Absolutely Amazing
Best RNN explanation, liked, keep the vids up brother
Clear and completely understandable. like that especially when you showed with the code.
This was excellent, I suddenly understand the entire work flow and why LSTM was selected in my case study of text generation.
LIke the visualization and the clear explanation! Thanks!
Great work Mikael, really well illustrated and explained!
This is the best quick exampels i have ever seen
Such comprehensive video, thanks for ur work!
this is what is teaching .. great man you are the real teacher .. thanks a lot ... wait for more videos ...
Thank you 🙏
the best video about RNN i have ever seen
Thanks for such great illustrations. This video serves as a great source for building intuition of RNN which otherwise requires lot of time and effort.
it was not just help full but amazing, loved it.
you are excellent and cannot wait to see more of your videos.
Light bulb moment indeed . Good explanation. Many professors themselves are bad at explaining this topic. the video is structured well too . Love this short but amazing tutorial
WOW, i can understand the math once i understand the intuition which you explained very well brother!! I need to give a presentation on this tomorrow and you really saved me!! Bless you ;)
The best explanation about RNN, thank you so much!
Please keep going, You are a master in explaining.... don't stop
Great visualizations. They help to get the intuition faster.
Mate great video, I am trying to learn how AI works and this is by far the most helpful video out there, cheers
This is such a great explanation! Thank you!
you nailed it, best description ever
Holy sh**, this video was fantastic, because it actually explains the real application of RNN, namely being able to process a sequence of arbitrary length instead of a fixed length sequence, which could be also input in a normal NN from my understanding. Also, the part about short-term-memory and back propagation problems was really great.
Excellent explanation! Looking forward to more videos!
Excellent video on the intuition behind RNNs! Subscribed!
pretty good video, hope to see more!!!
very concise and understandable. Thanks for your explanation.
Great video. Thanks for putting this together. Love your work!
THE BEST VIDEO ever about RNN. Thanks
I really liked how simple this video was. I am studying BPharm and interested in Computer science. But everything seems like greek and latin. This is so well explained and me being from biology background could understand.
Thankyou so much what an amazing video..... it cleared all my concepts related to RNN
This is an amazing video and very succinctly explained RNN's!
Dude thank you a lot. I watched LOTS of videos and only yours gives this aha! moment! Thank you a lot again.
Thanks for watching 😁
What a great explanation about this topic. Hopefully more from this stuff so as LLM. Many thanks.
one of the best explanation, I have ever seen ❤
Best Explanation of RNN EVER !!!!!!!
Awesome video that helps me to grasp the RNN concept immediately. Please make more videos on AI. Thank you!
Wow. What an amazing video on RNN. Thanks! Sign up for youtube's join program or whatever. I'd support videos like this.
I like very much your video. It is very useful to have an overall picture about the difference neural networks
Thank you
Very good narrative, visualization. Please make more clips about intuition in machine learning algorithms.
Please make more videos like this. Thank you for sharing
Excellent video. Simplistic explanation. Thank you for making it
This video is veey helpful. Thank you for making it.
Loved your explanation man. Yep ... you lit up my light bulb.
Super helpful & enjoyable. I like the videos you make showing how to do a project like building a speech recognizer. Can you do more projects? I like the way you break down the whole process into pieces too. It really helps with knowing the steps and understanding the steps makes it easier to extrapolate the process to other projects.
Your explanation is on point dude! Please make more explanation video about neural network architecture!
Very well explained and the illustrations are amazing!
Great explanation on RNN. Thank you.
Such a good video! You definitely helped me to have that lightbulb moment! Cheers mate :D
Excellent explanation... Keep up the good work.
Loved it! Very clear and intuitive explanation!👏👏👏
Great!, the explaination indeed helps to create intuition thanks
compliments!! explained clear and simple! I would like to learn more in detail about NLP, if you please make more! Thanks a lot!!
Great resource ! Nicely explained
Amazingly easy explanation. thanks a lot. this video is very helpful for me like started to learning AI
Great explanation, thanks for your time!
Pretty well explained, many thanks! 🙏
Thank you for this vid. You ilustrated the concept nice and clear.
Extremely helpful ! two track using visualization and logical coding helped me better understanding
That was amazing! Thank you so much.