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How to Check if an Element is in a List in Python

by Michael Stolzer | Nov 22, 2023 | How-To/Tips

A “List” is a built-in data structure in Python that stores all kinds of data (numerical as well as categorical). While working with large Lists in Python, sometimes it becomes difficult to check if the list contains a particular item or not. Therefore, Python offers...

How to Calculate Logistic Sigmoid Function of Tensor Elements in PyTorch?

by Michael Stolzer | Nov 22, 2023 | How-To/Tips

The Logistic sigmoid function is a well-known function because it can be utilized as an activation function in the neural network. It computes the connection between the outcome i.e. dependent variables and features i.e. independent variables. PyTorch provides various...

How to Calculate the Mean Absolute Error (MAE) in PyTorch?

by Michael Stolzer | Nov 22, 2023 | How-To/Tips

PyTorch is a free-to-use machine-learning library for building/creating and training neural networks. Mean absolute error (MAE) is the average absolute dissimilarity between calculated values and actual values. It is used to estimate the regression model’s...

How to Calculate Cosine Similarity Between Two Tensors in PyTorch?

by Michael Stolzer | Nov 22, 2023 | How-To/Tips

Cosine similarity is utilized to find the similarity of two tensors/vectors. PyTorch provides a “torch.nn” module that has a “CosineSimilarity()” function to calculate the cosine similarity between two particular tensors. This function returns the computed cosine...

How to Calculate the Norm of a Vector or Matrix in PyTorch?

by Michael Stolzer | Nov 22, 2023 | How-To/Tips

The norm of a matrix or vector is a computation of its length/magnitude. In PyTorch, a vector is simply a 1D tensor that has only one dimension whereas a matrix is a 2D tensor that has two dimensions i.e. rows and columns. Sometimes, users may want to calculate the...

How to Calculate Sine of Tensor Elements in PyTorch?

by Michael Stolzer | Nov 22, 2023 | How-To/Tips

Sine is a basic trigonometric function. While working with tensors in PyTorch, users may want to calculate the sine of each element in the specific tensor. PyTorch provides a “torch.sin()” method to perform this operation. This method accepts a specific input tensor...
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