Matrix Calculation - Revision history

Tom: /* Tensor Flow */

2024-10-22T22:13:29Z

‎Tensor Flow

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2024-10-22T22:11:14Z

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Tom: /* Tensor Flow */

2024-08-16T20:48:06Z

‎Tensor Flow

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2024-06-29T20:18:40Z

‎Tensor Flow

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2024-06-29T20:16:59Z

‎Tensor Flow

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2024-06-29T20:10:07Z

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2024-06-29T20:09:42Z

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Tom: /* Tensor Flow */

2024-06-29T20:09:13Z

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Tom at 20:06, 29 June 2024

2024-06-29T20:06:40Z

Tom at 20:01, 29 June 2024

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 ==Tensor Flow==
-TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Quantum Mechanics]] and [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "[[Tensor]]," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
+TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref> originally for Internet search. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Quantum Mechanics]] and [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "[[Tensor]]," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
 ==References==
 [[Category: Mathematics‏‎]]

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 ==Context==
-While mathematicians have described matrix mathematics earlier, the first significant application was when Werner Heisenberg's Quantum Mechanics was expressed by Max Born and his students in 1927.
+While mathematicians have described matrix mathematics earlier, the first well-known application was when Werner Heisenberg's Quantum Mechanics was expressed by Max Born and his students in 1927.<ref>Pradeep Kumar, ''Heisenberg’s Invention of Matrices'' https://www.ias.ac.in/article/fulltext/reso/022/04/0399-0405</ref>
 ==Tensor Flow==

@@ Line 7: / Line 7: @@
 ==Tensor Flow==
-TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Quantum Mechanics]] and [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
+TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Quantum Mechanics]] and [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "[[Tensor]]," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
 ==References==
 [[Category: Mathematics‏‎]]

@@ Line 7: / Line 7: @@
 ==Tensor Flow==
-TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
+TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Quantum Mechanics]] and [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
 ==References==
 [[Category: Mathematics‏‎]]

@@ Line 7: / Line 7: @@
 ==Tensor Flow==
-TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including deep learning. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
+TensorFlow is a powerful open-source machine-learning framework developed by Google<ref>What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction</ref>. It empowers developers to construct and train machine learning models. These models can be used for various applications, including [[Artificial Intelligence]]. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier<ref>What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/</ref>. The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
 ==References==
 [[Category: Mathematics‏‎]]

← Older revision		Revision as of 20:09, 29 June 2024
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	[[Matrix Calculation]]s are used to manipulate multidimensional arrays of numbers which might be real or complex.		[[Matrix Calculation]]s are used to manipulate multidimensional arrays of numbers which might be real or complex.

		+	==Context==
		+	While mathematician have described matrix mathematics earlier, the first important applications was when Werner Heisenberg's Quantum Mechanics was expressed by Max Born and his students in 1927.
	==Tensor Flow==		==Tensor Flow==

@@ Line 4: / Line 4: @@
 ==Tensor Flow==
-TensorFlow is a powerful open-source machine-learning framework developed by Google. It empowers developers to construct and train machine learning models. These models can be used for various applications, including deep learning. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier². The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data³. Learn more with tutorials on the [https://www.tensorflow.org/learn].
+TensorFlow is a powerful open-source machine-learning framework developed by Google. It empowers developers to construct and train machine learning models. These models can be used for various applications, including deep learning. TensorFlow is based on Python and is widely used for numerical computation and data flow, making machine learning faster and easier². The name "TensorFlow" comes from the mathematical term "tensor," which represents multidimensional arrays of data. These tensors flow through a graph-like structure, where nodes represent mathematical operations, and edges represent the flow of data. Learn more with tutorials on the [https://www.tensorflow.org/learn official TensorFlow website].
   (2) What Is TensorFlow? A Brief Guide - HackerRank Blog. https://www.hackerrank.com/blog/what-is-tensorflow-a-brief-guide-to-the-machine-learning-framework/.
   (4) What is Tensorflow | TensorFlow Introduction - Javatpoint. https://www.javatpoint.com/tensorflow-introduction.