To learn more about Lightning: github.com/PyTorchLightning/pytorch-lightning To learn more about Grid: www.grid.ai/ Support StatQuest by buying my book The StatQuest Illustrated Guide to Machine Learning or a Study Guide or Merch!!! statquest.org/statquest-store/
@THEMATT222
2 жыл бұрын
Oh ok 👍
@rskandari
Жыл бұрын
Can you please do a video on transformers?
@statquest
Жыл бұрын
@@rskandari I'm working on one.
@raven-888
Жыл бұрын
"Mathematicians and machine learning people define tensors in different ways". This one sentence made a world of difference for my learning. May be it's just me; but I can't thank you enough.
@statquest
Жыл бұрын
Thank you! :)
@maryama7430
Жыл бұрын
@@statquest Thanks man. Most statements you made really were eye openers in this field. Thank you again.
@RezaSalatin
2 жыл бұрын
You rock! I learned much more from your series in NN in 3 days than sitting in a machine learning class for one semester!
@statquest
2 жыл бұрын
Wow, thanks!
@jinyunghong
2 жыл бұрын
Me reading ML papers and finding tensors: Ugh Me watching StatQuest and finding tensors: Triple BAM!!!
@statquest
2 жыл бұрын
Hooray!
@vicadegboye684
Жыл бұрын
Triple BAM indeed!
@mahesh1234m
2 жыл бұрын
Very well explained as usual. Can we have one video for Automatic Differentiation also please?
@statquest
2 жыл бұрын
I'll keep that in mind.
@thuanlyhoang9872
2 жыл бұрын
This is what I am waiting for BAM!!!
@statquest
2 жыл бұрын
Hooray! :)
@zhou6486
Жыл бұрын
looking forward to more fancy topics in Deep Learning. Btw, thanks for sharing.
@statquest
Жыл бұрын
Thanks!
@ChocolateMilkCultLeader
2 жыл бұрын
Me everytime Josh uploads: YIPPEEEEE
@statquest
2 жыл бұрын
Bam!
@souravdey1227
2 жыл бұрын
Sir, please continue this series on Tensors. Especially tensor factorization. Please.
@statquest
2 жыл бұрын
I'll keep that in mind!
@jawadmansoor6064
2 жыл бұрын
I liked the intro. Tensormaster!
@statquest
2 жыл бұрын
Bam! :)
@LindyXLindy
2 жыл бұрын
I live for the guitar intro and BAMs
@statquest
2 жыл бұрын
YES! :)
@rusundevelopment7674
2 жыл бұрын
StatSquatch is totally awesome!
@statquest
2 жыл бұрын
Hooray! BAM! :)
@izzatulummah1594
10 ай бұрын
Hi Josh! Thank you for all your amazing videos! Can you make a video about Graph Neural Network? Thanks a lot!
@statquest
10 ай бұрын
I'll keep that in mind.
@xyZenTV
2 жыл бұрын
I would really love it if you could do a video on Projection Pursuit Analysis, since there aren't any great videos explaining the statistical underpinnings. Thanks for the excellent content as always!
@statquest
2 жыл бұрын
I'll keep that in mind.
@charitarthchugh
2 жыл бұрын
BAM!
@statquest
2 жыл бұрын
:)
@quantumboss500yearsago2
Жыл бұрын
The simple explanation is that a tensor is something that transforms like a tensor
@statquest
Жыл бұрын
Noted
@tomoki-v6o
2 жыл бұрын
Automatic Differentiation
@statquest
2 жыл бұрын
Yep!
@bahayesilyurt9433
2 жыл бұрын
they be creating tension. thas it
@statquest
2 жыл бұрын
:)
@alexandrsoldiernetizen162
2 жыл бұрын
This guy sounds like Mr. Garrison from South Park.
@statquest
2 жыл бұрын
ha! :)
@Byyaroff
Жыл бұрын
BAMM!!!
@statquest
Жыл бұрын
:)
@vic11du06
2 жыл бұрын
I have a Deep Learning exam in two days, so thanks I guess
@statquest
2 жыл бұрын
Best of luck! BAM!
@younesselhamzaoui6783
2 жыл бұрын
Thank you. HOWEVER, NO ENOUGH EXPLANATION. I'D LIKE TO ASK YOU TO THIS TUTORIAL WITH MORE DETAILS AND VERY SLOW! PLEASE
@statquest
2 жыл бұрын
I'll keep that in mind.
@JapiSandhu
2 жыл бұрын
WAAAHHWAHHHH
@statquest
2 жыл бұрын
Bam!
@michaeltonge1971
11 ай бұрын
I remember being just as annoyed at teachers talking like this when I was 6. I'm 60 now, and luckily I can just walk out of the room or find another video.
@statquest
11 ай бұрын
Noted
@НиколайЗаднепровский
9 ай бұрын
Please tell the voice guy how to pronounce "Ugh")
@statquest
9 ай бұрын
Noted.
@terohannula30
2 жыл бұрын
Half of the video was just being "ugh math" 🤷
@statquest
2 жыл бұрын
I thought it was important for people to appreciate the problem that Tensors solve.
@terohannula30
2 жыл бұрын
@@statquest yeah I understand, sorry about appearing rude. I had different expectations about video.
@kousthabkundu1996
2 жыл бұрын
I almost quit understanding cnn with the fancy jargons all over the internet. After watching your playlist, you gave me ray of hope. You are freaking genius of explaining things in simplicity. hope to see your playlist with advance cnn topics (object detection, semantic segmentation and siamese network). Thank You 3000
@statquest
2 жыл бұрын
Glad I could help!
@albertd7658
3 ай бұрын
Oh yea it would be very helpful to have videos with the advance topics!
@jamm9848
2 жыл бұрын
So excited I’ve been trying to understand tensors can’t wait 🥳
@statquest
2 жыл бұрын
Hooray! :)
@dosadoodle
2 жыл бұрын
Why such a long delay from the time this video is posted to time it is actually available? A full week seems excessive...
@statquest
2 жыл бұрын
This is the first time I've even tried doing a Premiere so I have no idea what the normal procedure is. How long do people usually have to wait? I picked a week out simply I thought 1) it would be fun to try a premiere (since I've never done one before and want to see what it is like) and 2) I'm all booked until a week from today. Would it be better to not announce the video/premiere until later this week?
@dosadoodle
2 жыл бұрын
@@statquest I'd suggest 4-24 hours between upload and the release time, maybe up to 48 hours for a major event release. The reasons it is awkward to set a longer delay: 1) For people who get notifications, unless it is a premiere for an unusually important video that they should indeed be looking forward to as an event, it can be annoying to get notified about something that can't be watched for multiple days. 2) The video gets added to the Subscriptions feed right away (as a Premiere), even though it isn't watchable until the date. So it just sits there cluttering the feed. This can have two effects: (a) For people who hide videos after they've watched them in this feed, it's tempting to just hide the video if it is sitting there for too long. (b) And for those that don't use the "hide" feature, the video will also be buried by the time it goes live even if it is resurfaced at the release. In this second case, the value of the Premiere is largely lost, because the reminder was buried under a bunch of other videos for several days, so the value of a reminder via Premier doesn't do much good. That's my line of thinking anyways.
@statquest
2 жыл бұрын
Awesome!!! Thanks for the tips!!! I really appreciate it. I'll keep this in mind for the next Premiere that I do.
@reinasama904
2 жыл бұрын
I can't thank you enough sir, this is so well explained i'm almost crying. Thank you so much for your efforts I'll definitely buy some of the study material you offer when I will be able to.
@statquest
2 жыл бұрын
Thank you! :)
@doctor_no_
4 күн бұрын
Thank you! As a physicist I was originally confused by tensors in neural networks. Great video. It'll be cool to include some tensor manipulations in this video or a future one :)
@statquest
4 күн бұрын
Thanks! My videos on coding in PyTorch show tensors in action: statquest.org/video-index/
@alexandruianosi8469
Жыл бұрын
I thought that I understood ANN, but now I feel that everything is so much more intuitive. Thank you!
@statquest
Жыл бұрын
Glad it was helpful!
@atlantaguitar9689
2 жыл бұрын
Cool. I just gave a lecture today on how to do linear regression with Pytorch using basic tensor operations. I'm sure your presentation will be great!
Sorry, Mr.Josh, I can't watch the premiere, because my area is 01:00 at that time😂😂😂 I will definetly watch the video the 2nd day🤔🤔🤔👍🏻👍🏻👍🏻
@statquest
2 жыл бұрын
Bam! :)
@markmalkowski3695
2 жыл бұрын
Your videos are great!! I just saw your video on decision trees and you explained the concepts so clearly, I immediately subscribed. Would you ever go over Patient Rule Induction methods (PRIM)? It seems like a really interesting algorithm in OLAP contexts, but all I really see of it are complicated, math-notation-heavy white papers and patent applications that tweak the original to be more efficient (but use their own made up lexicon to describe it).
@statquest
2 жыл бұрын
I'll keep that in mind.
@KritiAlam
4 ай бұрын
Multiple bams!! Thats so easily bammed to me now!!
@statquest
4 ай бұрын
:)
@girirajtomar519
Жыл бұрын
You are amazing bro ! Thanks for the amazing vidoes.
@statquest
Жыл бұрын
Glad you like them!
@nagham96
10 ай бұрын
Thank you very much for all the effort you put into your presentations! and thank you for making it as fun, simple and useful as possible! You're the best dude out there! 💘💘
@statquest
10 ай бұрын
Thank you very much!
@adrianwalchli8407
2 жыл бұрын
Uhhahah, boxes with numbers inside🤗. Very exciting!! They come in different colors, right? 🤩
@statquest
2 жыл бұрын
Ha! Of course!!! BAM! :)
@exxzxxe
Жыл бұрын
I am in a bit of a quandary- trying to decide, of your skills, which is superior: you skill as a singer or your skill as a teacher of Machine Learning!
@statquest
Жыл бұрын
bam! :)
@exxzxxe
Жыл бұрын
@@statquest I should add; both skills are extraordinary!
@statquest
Жыл бұрын
@@exxzxxe You're too kind!
@عبدالباسطعبدالصمد-ن6ش
2 жыл бұрын
The best channel I've ever seen for data science ❤️
@statquest
2 жыл бұрын
Thank you!
@THEMATT222
2 жыл бұрын
Noice 👍
@statquest
2 жыл бұрын
Thanks Matt!
@aayushjariwala6256
2 жыл бұрын
Hoping that you are gonna make a series on CNN from this video🤞
@statquest
2 жыл бұрын
I have a video on CNNs here: kzitem.info/news/bejne/qX2tqIx6hHicbH4 however, in the future I plan on more applied videos that show how to do it in PyTorch-Lightning.
@shafiqahmed3246
4 ай бұрын
Lol I did not laugh so hard shameless self pomotion
@statquest
4 ай бұрын
:)
@_epe2590
2 жыл бұрын
It would be great if you did a video covering automatic differentiation next!
@statquest
2 жыл бұрын
I'll keep that in mind! :)
@tobiasopsahl6163
2 жыл бұрын
@@statquest Please double keep it in mind, it would be super helpful!
@raghavamorusupalli7557
2 жыл бұрын
Baam
@abhinavsingh4052
2 жыл бұрын
Whoaaa! That is a very clear and fun explanation, never learned like this. Feeling Blessed [Edit: This Guy is seriously Under Rated]
@statquest
2 жыл бұрын
Thanks!
@KorawichKavee
6 ай бұрын
Great video. I dont see that tensors in math and physics are somehow different from Ml, though, because they are still the same tool, just with different applications. You still even have Einstein's summation notation (Einsum).
@statquest
6 ай бұрын
noted
@LuizHenrique-qr3lt
2 жыл бұрын
RNN, NLP and word embedding pliss !!! Tkss!!!
@statquest
2 жыл бұрын
I'm working on them.
@DelkorYT
4 ай бұрын
So it was matrizes all along. Why make up a new word, should have called it MPU instead of TPU
@statquest
4 ай бұрын
Well, the automatic differentiation and optimizations give tensors a little more overhead than a standard matrix - so in situations where you don't need those features, don't use tensors.
@TheCuratorIsHere
Жыл бұрын
Basically tensors are arrays: Zero dimensional array: scalar One dimensional array: array 2 dimensional array: matrix n dimensional array: tensor It’s just been renamed for no good reason. 🤦♂️
@statquest
Жыл бұрын
Don't forget the automatic differentiation + optimization for GPUs.
@nayan3979
Жыл бұрын
Shameless self promotion... :) :) ..
@statquest
Жыл бұрын
:)
@mohammadidreesbhat1109
Жыл бұрын
BAM, BAM, BAM, BAM..................BAM.. Great Sir
@statquest
Жыл бұрын
Thank you!
@annapeng88
2 жыл бұрын
Finally I am not confused as I did not know ML tensor is different from the tensor in maths (even though I still don't know how GPU works)! Thank you!!!
@statquest
2 жыл бұрын
Hooray!
@HIKARIC-fv2pw
3 ай бұрын
the song is really awesome
@statquest
3 ай бұрын
bam! :)
@somyaagarwal2942
6 ай бұрын
NOOO MATH IS NOT UGHH, ITS AWESOMEEEE
@statquest
6 ай бұрын
:)
@funsupervised
2 жыл бұрын
Subscribed just for that intro
@statquest
2 жыл бұрын
bam! :)
@cit0110
Жыл бұрын
cringy as hell
@statquest
Жыл бұрын
noted.
@cit0110
Жыл бұрын
@@statquest "TRIPLE BAM!!!", just why lmao
@DarioOliveri
6 ай бұрын
Hi, I Need a more Advanced video about tensors... The feed forward step can be written as g(Wx+b) where W is square weights matrix, x is the input vector, b is the bias and g the activation function.. now. What if x is not a Vector, but Is a Matrix or a cube? I Need the generalized algorithm for feedforward step. There Is no place on the internet with that algorithm. Thank you
@statquest
6 ай бұрын
I'll keep that in mind.
@Shionita
2 жыл бұрын
triple ough.. so much math!!
@statquest
2 жыл бұрын
bam! :)
@jeffersonmcgee9560
Жыл бұрын
My only question is: Why can tensors run in gpus? I've been trying to find information on it for the longest time and still found nothing. Why can't numpy arrays be stored in GPU? Thanks in advance! PS: Thanks to statquest, I was able to pass my data science class!!
@statquest
Жыл бұрын
GPUs have their own instruction set, which is different from what you find on a standard GPU, so you have to code for that specifically. For details, see: en.wikipedia.org/wiki/CUDA
@BillHaug
Жыл бұрын
perhaps a top 3 jingle, I really enjoyed it. Even with time to reflect, I am going with: 1) Statquest, its bad to the bone; and 2) were going to do a lot of maths step by step by step... statquest ...the bangers
@statquest
Жыл бұрын
This is definitely one of my favorites. I also really like this one: kzitem.info/news/bejne/wrCOqa5_bmmKmZg
@valentinthonen7120
2 жыл бұрын
I love your videos about neural networks, could you also make some videos about policy gradients, which tend to be nice for continuous data.
@statquest
2 жыл бұрын
I'll keep that in mind.
@nafisahmed6247
Жыл бұрын
Thank you, i was about to leave this planet because of the wonderful people who are given the task to teach students about ML but cant teach a thing and give zero when they fail eventually.
@statquest
Жыл бұрын
Glad this was helpful.
@sxx2491
Жыл бұрын
once again, saved my ass
@statquest
Жыл бұрын
bam! :)
@BooleanDisorder
7 ай бұрын
This was tense 😊
@statquest
7 ай бұрын
:)
@gama3181
2 жыл бұрын
Ugh math ? Anti-BAM!!! Awesome explanation :) !! I'm biologists and used to think that tensors in math and ML are the same ! Anyone knows how to think them ?
@statquest
2 жыл бұрын
The tensors from math have specific mathematical properties that are completely ignored by people that do neural networks.
@gama3181
2 жыл бұрын
@@statquest thank you Josh :)
@creativeprojectsmaker6113
Жыл бұрын
triple bam,!!!!!!!!!!
@statquest
Жыл бұрын
:)
@YokoYokoOneTwo
Жыл бұрын
Your jokes aren't funny and getting annoying. Just don't say ugh and bam, it's that simple...
@statquest
Жыл бұрын
Noted
@hamman_samuel
2 жыл бұрын
Everyone: Darth Vader is the greatest villain to Luke Skywalker's hero StatQuest: Bam, meet Ugh
@statquest
2 жыл бұрын
Exactly! BAM vs ugh....
@endunry
Жыл бұрын
I have a cs study project aboug GNNs and was looking up Tensors. And i was hit by the agony of Tensors in the Context of deep mathematics and physics. The moment i open a CS Video about Tensors im met with music and good vibes
@statquest
Жыл бұрын
bam! :)
@ebeb9156
2 жыл бұрын
Tensors for students, their mamas and papas Tensor for breakfast and thoose whos from Belfast Bim para bam bom paw... StatQuest ! 💘
@statquest
2 жыл бұрын
That's awesome!!! :)
@BillHaug
2 жыл бұрын
Another banger
@statquest
2 жыл бұрын
:)
@innovativehacker3769
Жыл бұрын
You are the best teacher on my list !!
@statquest
Жыл бұрын
Wow, thanks!
@anhdangkhoa
Жыл бұрын
Triple Ugh
@statquest
Жыл бұрын
:)
@PriyanshuSingh-hm4tn
Жыл бұрын
goood
@statquest
Жыл бұрын
Thanks!
@kuntalnr
2 жыл бұрын
I love you
@statquest
2 жыл бұрын
:)
@lien3729
Жыл бұрын
ugh!!!
@statquest
Жыл бұрын
:)
@HakikatBirSinghBhatti
2 жыл бұрын
Bamm !!!
@statquest
2 жыл бұрын
:)
@sallu.mandya1995
2 жыл бұрын
thanks
@statquest
2 жыл бұрын
bam!
@fatihozgurardc310
2 жыл бұрын
Waiting for vanishing and exploding(BAMMM) gradients!
@statquest
2 жыл бұрын
Noted!
@JapiSandhu
2 жыл бұрын
BAM
@statquest
2 жыл бұрын
:)
@davidj9977
Жыл бұрын
"Tensor cores are processing units that accelerate the process of matrix multiplication", so then we're calling them Tensors instead of Matricies, so we can use Tensor cores, which multiply matricies. Makes sense.
@statquest
Жыл бұрын
Unfortunately Neural Networks have lots of terminology along these lines.
@andrewdunbar828
Жыл бұрын
Well tensors are generalized matrices not limited to two dimensions to matrices so just as 2D concepts are useful in our 3D world I'm assuming matrix operations are useful in tensors.
@hrithiklanghi6418
2 жыл бұрын
Just got video at the right time and I already kniw after seeing this video i will have my concepts cleared
@statquest
2 жыл бұрын
BAM! :)
@geethikaisurusampath
Жыл бұрын
😃
@statquest
Жыл бұрын
:)
@NickMak-m2c
7 ай бұрын
can you please stop ughing our favorite subject, i mean wrong crowd to ugh math to -- ppl searching it out
@statquest
7 ай бұрын
Noted
@NickMak-m2c
7 ай бұрын
@@statquest ;)
@DanjasLP
Жыл бұрын
So Tensors are basically just faster matrices? And also, is there a difference between tensors and safetensors when talking about image generation AI?
@statquest
Жыл бұрын
Tensors also have automatic differentiation. And, as far as I can tell, "safetensor" is a way to store tensors on disk that comes with some nice features, like not having to load the entire file into memory in order to inspect the values.
@DanjasLP
Жыл бұрын
@@statquest Ahh okay, I think I got it now :) Thanks a lot!
@Charles-tw4qs
2 жыл бұрын
💋
@statquest
2 жыл бұрын
:)
@sketchytv1321
2 жыл бұрын
7 Days ah
@statquest
2 жыл бұрын
This is the first time I've even tried doing a Premiere so I have no idea what the normal procedure is. How long do people usually have to wait? I picked a week out simply I thought 1) it would be fun to try a premiere (since I've never done one before and want to see what it is like) and 2) I'm all booked until a week from today. Would it be better to not announce the video/premiere until later this week?
@sketchytv1321
2 жыл бұрын
plz give us 24 hrs Notice
@statquest
2 жыл бұрын
@@sketchytv1321 That's the plan from here on out. I did a poll and most people responded that 24 hours was the sweet spot. Thank you!
@chetanesque158
3 ай бұрын
Sorry, but the intro music is pathetic! lol!
@statquest
3 ай бұрын
noted
@Spectacurl
2 жыл бұрын
As a physicist, now I'm very confused
@statquest
2 жыл бұрын
Yes, for Physics, tensors are a little more than just fancy data structures that are optimized for high speed computing.
@subodhacharya3955
2 жыл бұрын
Very well explained with those interesting pictorial representations of inputs, activation functions, and all.
@statquest
2 жыл бұрын
Thanks!
@Vessel__02
2 жыл бұрын
Would you be able to make a video on how tensors support automatic differentiation?
@statquest
2 жыл бұрын
That's a good idea. I'll keep that in mind.
@vedachintha
Жыл бұрын
Sir, you have taught me more in few videos than my Professors did in 1 full year. I am ever grateful to you. Also, could you please do more videos on Tensor flow (theory part e.g., eager/graph execution, name scopes, placeholders etc.)?
@statquest
Жыл бұрын
I'm doing PyTorch right now if you are interested in that. Just search for PyTorch on this page: statquest.org/video-index/
@nangmanlife23
2 жыл бұрын
I am in love with tensors after seeing your video🤣
@statquest
2 жыл бұрын
bam! :)
@friedrichwilhelmhufnagel3577
2 жыл бұрын
Thanks for explaining NOTHING in like 10 minutes
@statquest
2 жыл бұрын
noted
@friedrichwilhelmhufnagel3577
2 жыл бұрын
Look I dont know your other videos and you sure know much about AI and neural networks but I just dont think you explain much in this particular video. Sorry. Do you have any advice for books on the topic that give the reader a strong mathematical/theoretical background, instead of just giving the reader a few python listings? Thanks! Cheers
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