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

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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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one of the well invested 40 minutes in my life! Really you are a gifted teacher!!! World needs more teachers like you brother. So I hope one day you start explaning in English 😊✌🏼

geekyprogrammer
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He has not only mastered theory behind concepts but also can elaborate many real life cases and also extra informations arround it. No one can think of asking the question but he just knows that we need to know about it. really great youtube channel.

susamay
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why doesnt anyone explain concepts like this . Its so well explained .Paid lakhs of rupees to join some course which dosesnt explain the basic concepts like tensor before teachng complex topics like CNN, CV. Here i'm getting for free. Truly amazed by the generosity of tutors like him, who do it for free of cost. Truly admirable

divyab
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Feel like God give me the best reward of Ramadan. Thanks CampusX. I am following your 100 days ML series and also watching other playlists.

zaheerkhaninitiative
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Hats off to your decision of teaching this course in HINDI bcoz now I feel that I can learn throughout the day as it is easy to follow and my mind doesn't have to be extra focussed to understand the concepts.

AltafAnsari-tfnl
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Like everyone else, I can safely say this was the best 40 minutes I ever invested.

calvinfernandez
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Just love the way you are explaining things Sir ! Even a kindergarten student can understand ! Great service and God bless you Sir !

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

underratedPie
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Doesnt matter if the video was of 40min, all of it was well spent and worth it. Clear explanation.

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

rohitekka
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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)

ymnvpwi
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Excellent Explanation and everything is clearly explained with examples.

AmnaKhan-cokl
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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!

pritmayani
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Ap ka lecture sunty way kabhi boriyat nai hoe Banda hypnotized ho jata hai ap k lecture k Duran .wao mein khush qismat Hun k ap k lecture sun pa Raha Hun ..

Balochzargai
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Hi Nitish Sir, your tutorials have quality content and your teaching makes it easier to understand, thanks a lot for this series. :D

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

ecofriendlyify
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The world needs you brother. Knowledge ka bhandar . Love your videos.

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

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

DharmendraKumar-DS
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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.

divyarai