A friendly introduction to Deep Learning and Neural Networks
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- เผยแพร่เมื่อ 16 มิ.ย. 2024
- A friendly introduction to neural networks and deep learning.
For a code implementation, check out this repo
github.com/luisguiserrano/man...
This is a follow up to the Introduction to Machine Learning video.
• A Friendly Introductio...
Note: In this tutorial I use natural logarithms. If you used logarithms base 10, you may get different answers that I got, although at the end it doesn't matter, since using a different base for the logarithm just scales all the logarithms by a constant.
Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML
40% discount code: serranoyt
00:00 What is machine learning?
2:22 Gradient descent
5:07 Neural network
10:11 logistic regression
12:28 Probability
14:57 Activation Function
19:56 Error function
22:34 Node(Neuron)
24:07 Non-linear regions
31:22 Deep neural network - วิทยาศาสตร์และเทคโนโลยี
dear sweet baby jesus. You just gave my brain a breakthrough, this is probably the best introductory course on Neural Nets on the internet. Thank you Luis!
you are Jabrils..wow..It's like one Ninja ML master hosting another Ninja ML Master.Historic moments..
Oh you 2 gentlemen, great videos
you 2 help me develop. thank you
00:00 What is machine learning ?
2:22 Gradient descent
5:07 Neural network
10:11 logistic regression
12:28 Probability
14:57 Activation Function
19:56 Error function
22:34 Node(Neuron)
24:07 None liner regions
31:22 Deep neural network
"But then I saw a real neural network and realized it was much scarier than that."
Okay, bonus points
why did I not find this video before!!! this is amazing, Luis. You are clearly a very talented teacher, thank you so much. Omg those Stanford and MIT lectures are making so much more sense.
This was so unbelievably awesome thank you. I've been struggling to understand this stuff for months and your video made it completely obvious. Thank you!!
This is BY FAR the best explanation of ANY topic that I've ever seen. A true talent. Thank you so much for this!
What an amazingly intuitive explanation. Thank you Luis Serrano!
Really awesome presentation !! Clearly describes the core methodology of Neural Networks
Thank you, Pasindu!
The best 30 mins that I have spent in my life :-) Thank you for explaining such scary functions and terminologies in such a simple way!!
Wow, that‘s one of the best explanations of that topic I‘ve watched so far. Very well done!
You are really gifted at breaking down complex concepts into an easily understood analogy. That is a gift not many have. Keep up the amazing work!
You have explained so many foundational insights and distilled multiple concepts in deep learning and artificial neural networks all in one video of just around half an hour. You are amazing. I feel like have a unique perspective on deep learning now and can grasp higher concepts. Thank you Luis.
I am at the loss of words to describe how helpful it was to understand the basics of neural networks. For me, neural networks are not scary anymore. Thank You!
It has really boosted my interest in deep machine learning. Thanks!
Thank you Abhishek!
You sir have an amazing gift for clarity. This is the first time I have seen a comprehensible explanation of the hidden layers!
Dear Luis, great work. There are no words that can be described by any neural network to than what you have been doing and keep it up. May God bless you with everything you need in life.
I've watched two of your videos so far. Good job dumbing it down for me. I really needed that description of how the hidden layers work.
Thank you for sharing your amazing gift for teaching! I learned so much from this video and from the comments/questions posted here.
This lit up some neural pathways in my brain. Thank you for explaining with so much clarity and sharing knowledge with us.
Luis, very well explained. I have seen many articles and video on ML and NN. Your video provides a "deep" understanding of the basics of Neural Networks and provides insights in solving problems with them. Thank you.
seriously. it ws the best video ever explaining neural networks with visualization in such simplified way.
Very well explained !!! I was starting to learn deep learning and this video gives me a mental model of Neural Networks on which I can build my further intuition on. Thank you again, Luis.
What a great entrance for a complete newbie to the the topic!!
Especially the beginning with the cake helped so much with actually getting behind the idea before understanding HOW it actually works.
Many others missed that point completely ....
Its great, congratulations, Ive never watched an explanation like this. It is awesome.
Clear and simple, I'll check you convolutional neural networks video next. Great work!
Each second of your explanation is awesome. Thank you Louis for such extraordinary presentation!
Clearly from someone who understands it deeply. Thank you so much Luis for sharing.
Most friendliest explanation of neural networks I have seen in youtube, so far.
By far, one of the most simple, concise explanation of deep learning and neural networks... thanks luis... appreciate your efforts !
Thank you so much! everyone would like explanations like this for fields like this. Awesome job
I really enjoyed this presentation. I've been learning about Deep Learning for a few weeks and this video just boosted my understanding of it. It makes so much sense now. Thank you!
I reserved my first comment on TH-cam for something like this. I second my thoughts with Joao Sauer. This a testimony to how human mind is still the most intelligent computer that could help translate a complicated subject to a simple model. Thanks Luis Serrano. This is very helpful. Appreciate your effort in putting this together.
Insanely awesome! You blew my mind Luis. You master this so much that you can teach it well. Thank you.
I can only echo the other comments; what an outstanding introduction to an often obscurely taught area!!! Thank you so much, Luis! Keep up the good work.
I really had a hard time grasping the basic concepts of the neural network by reading a couple of tutorial and articles on this topic. But this video just blew my mind. It is simply the best. Thanks a lot @luis for this awesome explanation.
This is the best ML video in explaining what hidden layers do versus taking them as blackboxes. Thank you!
This is the best "what are neural networks" video i have ever watched. Amazing !! Thanks a lot ❤️.
This is by far the best explanation that I found in TH-cam. Thank you very much:)
best video I have ever seen in youtube. This is totally awesome. Missed this awesome tutorial all this time. Please upload more videos in DL
The best of video to understand the concept of neural network. Thanks Luis!!
Wow, this is the best intuitive video I’ve seen on Deep Learning and neural networks. Thanks for making this!
Looked sooo many "wannabe easy" videos on this stuff which all skip essential parts like I learned now - I come to think that they don't even understand it at such a level as you did... - now i finally understand it! Please continue your videos!!!!
You made my day, I thought there is no hope to understand these sophisticated topics, but you made it simple, easy, and even more detailed than the others, Thank you sooooo much Luis, I subscribed to your channel already :)
That was brilliant! Thank you so much. As a statistician I understand all the bits that go into making the neural network, your explanation was the most intuitive I have ever seen of how they all come together to make a neural network.
You know those moments where you have spent ages trying to figure something out then something just clicks, and you say! "Ahhh, is that it? It is so simple". Well, your video just gave me one of those moments.
I wish I could give you more than one like.
Great video. Thanks so much. This is the best explanation of neural networks I ever watched. Conceptually speaking is the “filter” of a convolutions neural network analogous to the hidden layers.
I loved the articulation. Simple and powerful. Thank you
You sir are brilliant! Great video, it really helped me to make sense of the basics of machine learning and neural networks.
this was THE BEST lecture that has explained neural networks. thank u!!
By far the best video on deep learning and neural networks i've found. Well done and thanks for the info
Great explanation, really liked it as well as many of your other videos Luis. You are awesome explaining things ! Thanks a lot !
I found this video by chance past midnight, its great! Thanks Luis! Want to see more .
An excellent explanation. Very clear and helpful. I really appreciate the ‘analogies’ use to represent the ‘concept’ first, then built up to how that concept is coded into the computer.
This is the best ever explanation on the intuition behind neural networks. Thank you.
Very Clear Explanation! I feel comfortable moving forward with this topic!
wow! I have been struggling to understand these concept since 4 months but this tutorial cleared all my confusions. Thank you so much
Awesome explanation sir! I am blessed to have found this video. Thank you so much. You are just awesome. Please keep posting more and more such simple and beautiful explanations.
Best video that I've found on this topic so far, keep up the good work! A big thank you from me!
Again, Luis has such an amazing ability to explain concepts clearly
I can sincerely say so far this is one of the best introductions to Neural Networks, So glad I came across with this vid, Thank you Luis.
This is so good, it illustrates clearly now an n-dimensional arbitrary shape in the data can be defined by the lines specified by neuron pairs. That shape specifies something the enclosed/defined data have in common. I loved it.
this was THE BEST lecture that has explained neural networks. thank u!!
Very Clear Explanation! I feel comfortable moving forward with this topic!
Well done ✔
Thanks best regards from Egypt 😍
This is the best explanation of NNs I have ever watched. Thankyou so much for posting such quality content.
This is an amazing explanation. I've never seen it explained this well.
You nailed it.. Having talent is important but need a lot of intelligence to explain it. You really made my life easy.. Awesome...please go ahead and teach as much as you can...we are thankful to you sir..
Luis serrano...you are the best teacher. Bestest explanation i have ever seen. Thank you so much for the video.
This is the best Explanation that I have ever got on Neural Networks, Very awesome video, Thanks so much.
This was the great visualization (with succinct explanation) of basic neural network function that I was looking for! Thank you very much.
This is the best explanation I have seen that describes the fundamentals behind neural net , Really awesome presentation ..thankuu Luis for ur dedication....
Yes man. Great job teaching. I also enjoy when you share your mind through metaphors, for example, the line in the sand, and the magnifying glass. Thank you for making the video.
Thank you!
this guy is so good at explaining things!!! Everything is crystal clear!
Hands down the best presentation on ANNs I seen so far! Thanks for the insights and clarity!
Thank you Shahnewaz!
Thank you Luis. You explanations are the best. I am so glad you use real examples and not just the math.
Thanks for this series of videos, I find them very informative and well explained. A treat to watch!
Thank You! This video finally made me understand what's the deal with the hidden layer(s). Amazing stuff, cheers!
This is by far the best video I have seen... Thank You!!
This is the tutorial from which anyone can understand Neural Networks.Thanks! I am going to see your other tutorials!
Great visual explanation on the fundamentals behind activation functions.
A clear and concise introduction to NN with a practical example. Nice job, Luis.
Thank you!
Thank you Luis for explaining these complex concepts in such a clear and intuitive way.
Gracias Cesar! Me sirvio el feedback que me dieron en Colombia.
That was really interesting and well explained. You should definitely do a follow up and make more videos :D
Very clear explanation. I understand things I didn't understand before. Thanks!
You must be the best AI, ML, DL teacher I've ever watched on TH-cam - I watched A LOT of them.
Excellent video !! Perfect starter for beginners. The way of presentation is outstanding and expecting more of these kinds. Thanks a lot.
Thank you! More will come! :)
You made my day. A very simple and easy to understand for a very complex concept.
I like the way it is presented this complicated topic. Very effective method of simplifying the cryptic topics. Please do post such videos. Really appreciate it.
It is really friendly as per the title. The examples used are very appropriate and excellent. The explanation is fantastic, anyone with the interest of learning can understand. Using these simple examples I can easily make my students understand the concept of machine learning. Thanks for your good service.
Very simple to understand. One of the best I saw.
Wow one of the best explanations I found for these basic yet necessary concepts, thank you !
I believe one can only teach subject if he/she understand the subject and this is what Luis proved. Very simple and crisp clear explanation.
One thing is for sure: You can't teach X well if you don't know X well. I agree with you
I had no idea what deep neuronal network. Thanks to you, I can think on how to apply this to a business case. Bravo!
Just want to leave a comment so that more people could learn from your amazing videos! Many thanks for the wonderful and fun creation!!!
That's brilliant man!
You saved me hours and hours
Thank you very much
These intro courses on you channel, are too good. Before some months, I started ML, without learning these basics, this was harder to jump on mathematics behind ML. Now, I know how and why those formulas were applied in ML problems.
Really amazing video, finally I understood what is Neural Network! you are best in explaining complex topics. Thanks for your effort
Extremely intuitive explanation, thanks a ton!
You are a great teacher. Thanks for all your contributions.
Wow! Simply the "BESTEST" explanation on the concepts of non-linearity and linearity!!!!
Bravo! I have never seen such a good explanation on this subject, my respects!
The best "intuition" explanation of neural nets I have seen. Now I really get the idea behind the maths and it helps tremendously! Thank you so much!
Thank you Louis-Marius, glad you liked it! :)
Pretty simple to understand , Thanks for your time and efforts