Thank you very much for releasing this series on KZread. Please continue! I am doing a phd and your videos have become my online courses.

@Nick_Tag

3 ай бұрын

I'm patiently waiting for parts that cover implementation -- may have to read his papers if I can't wait!

for me, AI-informed physics videos seem appealing but I believe it would be better to have a video with solid slides and intuitive examples, structured and with examples. Instead of doing it in a Webinar style. This is really an important topic. The physics notes are really informative

This is very quickly becoming my favorite channel. Thanks for putting this stuff together! 🙏 Also, if you could touch on how new architectures are usually designed in your next video, then that would be tremendously appreciated. I see the rationale behind most of the fundamental architectures (e.g. CNNs, Autoencoders, etc.) but I’d like to know how researchers usually go about the design phase in putting together a new architecture to tackle a specific problem. Some of the things (e.g. use of residual connections) seem so random to me

@speak-my-mind

3 ай бұрын

+1

Hi Prof. Brunton Thanks so much for the this fantastic series , As a question/kind request : do you plan on having a hands-on examples / tutorials for this series ? Where we can play around with some code and datasets. I think this would go a long way in internalizing the information. Otherwise, this is one of the best corners of educational content on the internet 👌🏿

I add my thanks to the many others with regard your presentation, I feel that what you offer is suitable for every field and not restricted to physics, it allows amateurs like me to get a clear sense of the scientific process in relation to ML. Looking forward to the maths components. Very much appreciate your work.👍👍👍

I’m a mechanical engineering student who’s very interested in machine learning and how we can use it in the engineering world , the information on PINNs is very limited even to the point where there’s not many examples of people coding them on python or other languages. This series has been great for me as I’m trying right now to model my own physics models . What would be cool is an episode near the end where you go over an example of a working machine learning model going over the data you used and the results of this model

@MohitSharma-mz7qo

3 ай бұрын

I'm on the other hand is a CS student who is looking to apply machine learning/deep learning to physical systems. Almost everyone is interested in building LLMs or image generators, but a lot less interest is there in actually doing stuff that matters the most.

@AA-mm7tk

3 ай бұрын

kzread.info/head/PLJkYEExhe7rYY5HjpIJbgo-tDZ3bIAqAm&si=YPp8uPEviB8_Nlla

@BreakingMathPod

3 ай бұрын

Agreed!!

@inspiration2292

2 ай бұрын

@@MohitSharma-mz7qo same here, CS Student trying to apply these ideas for physical systems, what do you try to model?

Excellent videos by a very talented teacher👏

Really looking forward for next classes!!!!!! Thanks!

Excited to see more lectures!!!!

Was waiting for it. Just started watching! ❤

Thanks for this video. Some really interesting insights! But, I would have liked some code and building some models live, or did some curating of data with code, along with the required math. Like you did for the video series for your databook (Data Driven Science and Engineering by you and your colleagues).

I would love to see a deep dive into the rogue wave problem. It's one thing to know that it must be accounted for, quite another to actually do it. Thanks for the videos

Amazing solid knowledge

I would like to see some out-of-sample performance plots for baking in physics vs without. A year ago I trained the UNIT GAN to translate daily weather from one model to another. I baked physics into the discriminator, but did not see a performance boost. I think there's more to it. My suspicion was that the physics was tracking at a macro/low-res level but paled in comparison to the patterns the model discovered in the data texture; hence, the texture patterns got priority because their affect on the loss function dominated. One trick that gained some traction was dedicating a specific range of channels for training specific phenomenon, this allowed the model to learn and maintain weak patterns, while giving access to these representation channels to the model as a whole.

Thanks. Professor Brunton

Superb

@Eigensteve thank you very much for your content. I love your lectures and your book. Regarding machine learning with hidden variables, could you please cover the Hidden Markov Model in your series? 🙏 I understand the mathematical theory of HMM and Markov Models in general, but I struggle to grasp the principle behind finding the unknown parameters using the Viterbi or Baum-Welch algorithm. Thanks again for your time.

you are the best!

Prof. Brunton, Please make a video on Kernelization.

Hmmm … by now I was hoping to see some examples in something like Jupyter notebooks.

Sir please upload part 3 as well

sir please upload the third part as well design an architecture

Vine por cobre y encontré fue oro

Dear professor : Can you help me to get a studio like you have? I am from Iraq

😊 complicated systems are very frustrating it doesn't mean that every single thing has a specific thing for its function Even if the consideration of many things are not found to explain functionality .... The consideration of functionality May not entirely run on its system the way you might think . ... What is the true system to the matter of your functionality .... Or to be functional .... All the functions of our being does not have a specific button To describe that function ..... Even if mechanics and other detailed matters have to Like your computer programmer Every functionality has to come from a program Or a function board Function piece The same situation Could be thought But it is a mindful consideration we do not have all these types of things or parts .... Individuality Is a large step for man .... You would probably be amazed what It could do .... Including the matter of function ... 😊 Disturbances in the force Disturbances in one's mind .... The brain for the cure ..... The reason for a mind May have came to another ..... But still they are great 😊 Even if one buried the other We are not great And we are not... all But the experiences we take .... Are just as hard as the crawl..... 😊 But one day you're going to walk It was in the cards

Any Economists following this series???

@datchnac4577

3 ай бұрын

Why??

@inspiration2292

2 ай бұрын

Yes!

@MaitreJedi19

2 ай бұрын

No, the math are to hard and as everybody knows, economic systems are static and linear… infinite growth 😊I agree with what I think you imply, this stuff should be mandatory in economics department. The world is far more complex than 2 lines that cross on a chart.

😊 good luck teaching others something you don't really have a teaching inside yourself to teach ....😊 You have to learn a different way 😊 A different way indeed

😊 a character in motion ... Characteristics from the character in motion ... Applause to its concerns

Perfectly matched just saying what your mind is capable of doing for yourself Perfectly matched is that your body don't do nothing but feed processes to make you ...capable ...... What a perfect match You end up abusing the body ... As you become its major necessity .... But the only thing that becomes your necessity is you ... Mental game 😊 Call it what you want

But physics was invented by biological neural networks. Why cant artificial neural networks invent physics also?

@anshshah3009

3 ай бұрын

It was discovered not invented, right??

@quasarsupernova9643

3 ай бұрын

@@anshshah3009 Let us leave that debate aside please ...

where is the math? lol

@XxAssassinYouXx

3 ай бұрын

That's up to you to find out.

😊 it reminds me of a parachuter .. And how he controls himself left or right or certain types of pulleys ... Specifically we are a character in some kind of motion I like some playful Acts The character in motion is capable of altering the parachute ....😊 That must be one special parachute ...😢 Do I really got a great mind Or am I only protecting the parachute ....😊 Do I got a life Or am I only protecting its body?

😊 have you ever put a quarter in the machine for it to give you a ride ..... Just simple construction simple construction

😊 yes sometimes people can think that modifications get stuck at small points or examples Like saying the perfect face of a child but instead of continuing to fluctuate about the beautiful face of a child the doctor is concerned about the small cavity Now as an adult and people who look past things You don't care about the cavity The doctor knows it will lead into other things so he's very interested in the cavity Even if the doctor is referenced to about his activity Later on they will have concerns for cavities ....😊 Due to the Doctor Who found it very important to stick around that structure and solve that problem ...... 😊 We'd have a lot of people today with cavities all in their mouth.. 😊 Now it's a money problem for the reason..... they still do Instead of some Confederate matter of being

The body is what the body is ...😊 But the master who discovers all the symptoms of tonsillitis... Is a hero All the other skeptical things that could become our problems are all the same Including the cavities in your mouth To skeptical reasons why you are losing your hair You see it's not all about the body It's very specific hard things about yourself that make it complicated .... 😊 I can't have a bunch of people saying I'm a very complicated person In what kind of way I would say But yes you are a very complicated person And if I didn't do a very complicated job I couldn't fix or solve a very complicated problem ... 😊 You may not care for my job until you seriously needed it ...😊 Well when it comes to science and discoveries you're going to find it very hard to compare to people who need a dentist.... 😊 But not really What are we trying to truly fix if we can't truly fix ourselves ... Why would I try to fix something I cannot fix Instead of wondering if it is not I could not fix ...first

😊 it is hard to get ingredients to better help Negative Matters about ourselves And the challenges or accomplishes that we wish to continuate If you're not feeling up for strawberry jam maybe you should not eat it If strawberry jam gives you the potential ...go right ahead It's hard to describe what will and won't Maybe you have to look inside yourself and say why something ain't working Respectfully it's about taste buds Not just the structure of eating and getting by But we are picky characters and we are characters who are spoiled by not accident We have specific taste buds that want very specific things for the pleasures of our being If we are being without pleasures ... Well .......😊 What pleasures did you bring. Please to understand for there to be a pleasure one must understand to be pleasurfull And maybe one can respect to give you the same ..... But if you don't have the right amount And you don't produce enough pleasure Or purpose Your broke ass might have to go somewhere else

😊 almost anything can be used as a default to the matter of your thinking... 😮 I realized the small details really does matter But that's why y'all yanked out a microscope .... But when it comes to commercial use Only so many people use a tape measure???

Abuse stress and other things are so unfortunate in the living character that it can be felt and even further probably acknowledged throughout multiple facts you would consider about the spirit It takes a lot of spirit during waking and sleeping Modifications to waking and sleeping or certain desires or aspects about the spirit Life does take a certain default upon the spirit A stressful consideration that the spirit will stay sleeping Undesirable will it wake up It's hard to say what stress can really build up to in a spirit It's hard to say what success is ...... It's hard to know what you're doing right and what you're not The process can curse you and bless you because it cursed you But if you try to fix it it can f*** you ...😊 To be loved and to be hated at the same f****** time ..... Perhaps it really is a reality affect It is only obvious I need the mind Ruling the world it would be the consideration of the mind ..... And the mind that was given As I may be the character to receive Or to record Magnificent structures is the mind The body A complicated character of slavery a slave puppet for the spirit As the spirit is a puppet slave To acknowledgement or learning As it is deliberate to learn And forced to skills ..... Feelings and emotions are the same Feelings come from desires or undesired territory Desires come from being comfortable within it .... Or in your own space. ....... 😊 More within we have desire It don't describe how I feel about the mountains What does the mountains help me feel what there is to feel inside ..... I keep chasing the food .... 😊 But am I staring at the mountain correctly I would surely like to get something beautiful for man And it's still part of physics But perhaps it ain't the answers I'm looking for ... I don't want to know what makes us great ...😊 I want to know what made us .... wrong

😊 we might even only use half of our potential since the mind can only control what it controls If you think about what we control about the body can you think about any of it .....😊 if you asked the body to do something you would probably get a non-response Tell yourself to do something And I bet you get to the activity You might not have control over that worthless body of yours 😊 God may have made us who we are

😊 nobody believed in what a man said ...😊 But the man always had good things to say .... He always had proper answers ...😮 People were asking where did he get them 🎉😢... You were just imagining him he didn't have them .... 😊 1 + 1 equals 2 correctness equals more correctness When the old man who learned 1 + 1 equals 2 He was in correctness But they told him to reverse himself He had to be wrong He spent the next 2 years Thinking he did And then he thought he didn't Just for 10 years later for someone to say 1 + 1 is 2😅 Waste your life don't waste mine

Yes teachers can be pretty bias even this teacher has been biased ... It depends on what you're describing 😊 Or how you did it it could lead into some biased material ..... Some people can't help it It's like raging through the colors of the crayon box If you pick one specific color there's going to be a lot of biased characters about it .. he wouldn't want to reference the other colors if he's only focused on one ....😊 Descriptively I have to look at them also descriptively I have to look at them ... all sir .... 😊 Some people can be descriptively challenging ... No fun no fun at all 😊 Education is learning and you got to go one step at a time or you will get a default Like the person who didn't equal up a virus The other guy said how the f*** did I know there was a virus ...😊 That's because you didn't Learn You were biased about it

😊 the teachers like we have to build models When their program makes a mistake they like to keep them models Fake models or accident models work the best for these guys That's why it's not important to fix your crap you're working with .... Speech to type should never be used if it is important for something you have to say ...😊 If not check your s*** real good 😊 This guy takes them for perfect models 😮 And you're too busy screaming that's not fair your s*** is crap And you only pick up my accidents 😊 You never pick up my glossary

😊 every potential aspect a****** You can't really consider a loss The Due considerations of loss Are into other considerations ...😊 That's the problem with you Even the preacher said if I can't make you believe you're wasting my time If you insist that I helped find a way for you to believe You're wasting yours And you're still wasting mine

😊 people say a lot of things about shoes and people that don't wear them They can be very biased about the many concerns there is to wearing shoes ...😊 They don't care about what is the physics .... They don't care about what is correct .. 😊 But like I said It's all about what you did wrong ......

😊 I don't believe anything called A B C d or e Like you did me

😊 right you're not part of all your operations if all your operations make you a better person or a better operator it's because you found it significant what you can do .... The operation does not make the person it's the person who can control the operation .... As a person I feel more of a person because I can operate this body just because I operate the body does not actually give me the full potential of who I am but it sure does help the feeling of who I feel I am ... It's not that it's an opportunity .... And perhaps it's not a gift ..... Perhaps we're really nothing under all this capability It seems that the capability in man is stronger than the spirit 😊 It's strange when the spirit is stronger than the man ... Or is that just all the fear tactic For all the tactics that's one necessarily has to take ... We become some quiet of a commercial character don't we .... We know certain stakes that the character takes We know what promotes the human character We know what destroys them All the formality or deformity There's a lot of concepts we make fun of the human character about 😊 While living inside of one one ...... The character don't say nothing about us .....😊 You don't have that kind of brain capacity...🫠🤣🤣🤣 Just joking ... it hits some of us

Don't f*** with me over to be another 30 days before I even cover television ?? 😊 See what you get from my models if I don't think or say anything Or maybe I broadcast them all over the world Keep your opinions in comments to yourself like you said all small details will learn to all details You never know all the shity little instructions Including telling you to silent yourself😊or it can get worse

😊 they had fun when they discovered viruses ......😮 Other people were so stupid they were like how do you count that ... And it was said it caused a default 😊 It did .. didn't it I've been feeling good all morning until I ate something .... I was surprised about the default .... I'm so glad I recovered from it .... Life must have a default .... That's why we still die ...... Life is a concept of a long range .... Wrapped back.... it's Infinity ...... Correctly in each body we have a default 😊 Sorry my physics cannot give a human personality effect of words right now for you .... Time is up on the body may not entirely meant times up on you .... I'm sorry that I really don't believe they end at the same time😊 but we can figure that out later

😊 unfortunately life can be uncomfortable unsuitable and like somebody's foot inside of a Boot .... Remember it's only a specific order ... If you know the order then you know the one giving the wrong determination 😊 I'm sorry about your life and any answers that you're trying to answer .... I don't like your boot and I'm not going to make my life better in them either Sometimes life is not meant to be liked But you got to live in it anyway ... 😊 Sometimes you got to say f*** you to structure It's living in an uncomfortable moment ...😊 But f*** you feels real great

😊 be careful about people's pland voice trajectories A lot of their topics are inconsiderate from others A lot of your own will be inconsiderate of them 😊 And you know what happens when you're inconsiderate of them ... But what about when we're inconsiderate about us 😊 This guy thinks it's okay

😊 if you would never get the answer in a million years and you had to rely on somebody that had to use a program where you would have to rely on the program to fixate the answers from this character Then that makes the program important But if the program is not important Then the information is not important Then the scientists that's not important Then what you can discover and learn is not important ... 😊 Remember you're not teaching nothing new you're trying to remind everybody Keep looking forward while pushing their faces into the desk ..... Go to sleep ..... .... We need our programs to work like we need your mouth to say the right things of cours Nobody in the field of science comes out and says we didn't particularly work on a certain something because we're dip shits Some people like to call it I don't need to impress you like this 😊 I pay for you to impress me .... You seemed quite satisfied to give me the bill ..... You take my money and I want my s*** fixed 😊 That's called a job and service 😮 You don't want to do them you can rob me and cheat me nowadays 😊 I don't like going to school with you 😊 I'm afraid you might steal my 50 cents It may be relevant to your behaviors

Boots really are bad for feet and they're very hard to walk in They are extremely uncomfortable and they don't make anybody better But because I don't like them I am swarmed with biased characters That are now biased structured ... If it continues I would get a very biased Broad view of educated matter It will be for within someone else's correctness ... That does not mean it's correct it just means you're following what someone prepares you to do Right or wrong .... I got to be sensitive to my nature I got to be sensitive to my pains That does not fit other people's needs or perspectives So they're biased about my feelings or emotions or potential needs or cares ... I will not continue to damage my feet due to your incorrectness Even if it is my incorrectness which was correctness to myself but not correctness to the order Orders don't care about correctness Even if correctness always cared about order😊

😊 I noticed this guy's using x What does he think he's a f****** genius to use B Cdef ... Does this guy think that he is me Or is he just as stupid as me 😊 What the f*** does he keep pointing at the X for What does the x mean Can you be more specific about that Can you get me more details than that Can you get deeper than that Can you give me a reason I keep going to church for no reason But that don't mean I'm going to go to class for the same one

Waste your time not mine