What are Tensors | Tensor In-depth Explanation | Tensor in Machine Learning

A tensor is a generalization of vectors and matrices and is easily understood as a multidimensional array. In the general case, an array of numbers arranged on a regular grid with a variable number of axes is known as a tensor. A vector is a one-dimensional or first-order tensor and a matrix is a two-dimensional or second-order tensor. Tensor notation is much like matrix notation with a capital letter representing a tensor and lowercase letters with subscript integers representing scalar values within the tensor. Many of the operations that can be performed with scalars, vectors, and matrices can be reformulated to be performed with tensors. As a tool, tensors and tensor algebra is widely used in the fields of physics and engineering. It is a term and set of techniques known in machine learning in the training and operation of deep learning models that can be described in terms of tensors.
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⌚Time Stamps⌚
00:00 - Intro
03:30 - What are Tensors?
03:40 - What are 0D Tensor/Scalar
06:10 - 1D Tensor/Vector
10:30 - 2D Tensor/Matrices
12:15 - ND Tensors
15:21 - Rank, Axes and Shape
18:25 - Example of 1D Tensor
23:28 - Example of 2D Tensor
25:45 - Example of 3D Tensor
32:35 - Example of 4D Tensor
35:14 - Example of 5D Tensor

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[@underratedPie]

I am a Physics student, doing my Work in General Relativity...I just wanna really understand what the Tensors are ...I watched so many UA-cam videos about Tensors, but the best explanation is given by You sir, Cuz our syllabus starts from Reiman Curvature Tensor on Reimanian Manifolds (🥵)

[@AltafAnsari-tf9nl]

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40 minutes well spent!... Thank you for the wonderful learning!

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This is probably one of the most useful videos I have watched ever. Superb explaination!!

[@user-yw6jr3op9m]

your way of explaining the concepts makes me visualize the things. helps me a lot. now I understand things better than ever. thanks

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Explained in a very good way....
Real life examples... May God bless you with.... Whatever you want.....

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[@sid9137]

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[@bhuvanmangalore4483]

This is one of the best explanation for Tensors. Special shoutout to organizing the 5 examples which you have provided. This is going to be in my knowledge forever. Thank you

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For free you gave this material for, I can't say how it helpful for us, thank you, sir. keep uploading more knowledge full content.

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[@AmnaKhan-co7kl]

Excellent Explanation and everything is clearly explained with examples.

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Thank you Sir for an extra knowledge about images...It was so excited and beneficial for me🤓

[@DharmendraKumar-DS]

You are the master of this domain. Best teacher there.

[@pritmayani5962]

I feel like it was worth 40 minutes. I didn't even know when the video had ended. This concept is clear to me, and now I don't have to memorize it because I understand the concept properly. Thanks to you, sir!

[@AnjaliSharma-lq8ut]

This channel is underrated for the quality content that it provides. Really good explanation

[@jassuvlogs6362]

Sir, your videos are truly easy to understand such complex topics. Thank you so much to make this channel in Hindi. Your videos are really useful.

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Awesome, seriously you are one of the best on this platform, your way of teaching is superb, keep it up, and I wish you all the best.

[@PyMLHub]

Most to the things you are discussing here I already learn in my class, but its really nice to see Revision with you .

[@akash.deblanq]

Amazing amazing explanation. Thank you!

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Thank you sir for this wonderful playlist.

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All concept are cleared...learned with 40 mins...👍

[@rashidkhan8161]

Best video with best explanation, thank you very much, it’s much helpful for me and I believe others too

[@mukhlisraza]

Amazing one. Thanks for complete explanation

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Excellent and awesome explanation of very tedious topic in a simpler one.

[@mohammedshoab2778]

simply brilliant!

[@SamyukthaKaditham]

wowww... I love your explanation and you are teaching a very difficult topics in very simple way.. thank you sir :)

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sir tabhi macha dee apnay .bohot hi acha tutorial hy

[@gunjan25you]

very nice and informative video Nitish..thanks.

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It was truly awesome dude

[@pravinshende.DataScientist]

l a m following your every lecture bc every vedios is enriching me thank you sir!!

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What a explanation , Thank You

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what an awesome video!!!!

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life saver.......thank you

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thank you very much,,,,,,,,nice work and explanation.

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Amazing content!

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Brilliance
Naman to your selfless seva 💜💜

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Thankyou so much sir for providing such a great content

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Very nice explanation sir.... Thank you so much sir 😁

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Thankyou so much Sir for this easy to understand and very informative lecture .

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Superb is your training

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Thanku so much sir subscribed and recommended to 15 friends

[@padhleyaar1234]

very nice explanation

[@shashankv515]

Extra ordinary!!

[@shivanshusoni4445]

Great Lecture 😍

[@user-ym1nv1pw8i]

Thanks a lot sir!
Example :
3D Tensor- Time series data
4D Tensor- Collection of Images (computer vision)- RGB
5D Tensor- Collection of Videos (Collection of frames)

[@jawadchaudhry2648]

Ustaad e Mohtaram .. u r the best

[@SS-yb1qd]

Very nicely explained

[@TargetMpset]

Super machine learning teacher ❤

[@BollywoodDuffer]

Superb explanation

[@kaivalyashah5634]

dude that counting on 5d tensors was pretty fun to watch.

[@santoshkamble9189]

Thanks!

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best channel and videos ever

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amazing !!

[@vishnukale8595]

Superb....

[@purushottammitra1258]

Really Brilliant Explanation ,,Sir!!! Please Also Start Lectures Regarding Deep learning Algorithms & NLP Too..

[@raj4624]

NLP aarha hai aaj se 19:30 ko..channel check out krlo

[@SACHINKUMAR-px8kq]

Thankyou so much Sir

[@life3.088]

ur great sir

[@MuhammadJunaid-yr8jd]

Thank you so much sir

[@user-bw6lr1fu1f]

Thankyou sir

[@shrikb]

Love you sir ❤️

[@JustPython]

Good explanation

[@manujkumarjoshi9342]

Great

[@singh.aadarsh]

Amazing

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hi sir, if I want to study like to understand one algo & then doing the end to end project from your playlist,, how should I go through

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Best!!!

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Thanks

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thnak you sir 😊

[@rajtripathi95]

great

[@ketansuthar8554]

Legend 🙌

[@BTStechnicalchannel]

Considering 3D has 3 axis, then infinite no of axis are possible?
Also Thanks for an easy and interesting explanation!!!

[@akshaykumar-wv4bc]

i loved it so far but actually i want to apply for data analyst role so which videos should i watch

[@karanpratapsinghrathore3363]

amazing

[@amir-ulislam9090]

thanks

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one word... wow

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best tensor and NLP topic explained in hindi .

[@sandipansarkar9211]

finished watching

[@karanparashar6824]

Big Fan 👏

[@adityarajnema2947]

Kasam se bhai 40 min ka laga hi ni. Bohot insightful.

[@zainbhika-pv2xh]

Thanks CampusX

[@dakshitadutta979]

Sir, In 2d tensor if we have [[1,2],[3,4]] then there are 2 vectors or 4 vectors ?

[@bitrish34]

🙏🔥

[@SAURABHGUPTA_DINOSAUR]

OMFG!! I'm sooo damn shocked sir your knowledge behind all those concepts including the irl applications is astonishing. What a beautiful person you are omg. Thankyou so much for existing.

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wow

[@uf9927]

can a collection of frames (3d) with timestamp (dimension) be regarded 5D tensor?

[@gauravbisht2268]

Aur numbers add krne m vector ki dimensions badh jaegi kya aise toh matrix m toh dimensions badte rhenge as per the increaseing the no of values

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Kya mast padhate h aap

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Can you please tell me which book you follow ?

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Dronacharya for me, for many ❤

[@Ahmet-nd5ct]

is there any english subtitles of your videos?