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Understanding torch.Tensor vs torch.tensor in PyTorch

by Suf | Nov 15, 2024 | Machine Learning, Programming, PyTorch

Table of Contents Key Difference Behavior of torch.Tensor Behavior of torch.tensor Comparison Table Recommendation for Initialization of Tensors Further Reading Summary In PyTorch, both torch.Tensor and torch.tensor can be used to create tensors. However, there are...

Understanding unsqueeze() in PyTorch: A Beginner-Friendly Guide

by Suf | Nov 15, 2024 | Machine Learning, Programming, PyTorch

Introduction unsqueeze() in PyTorch is a function that adds a dimension of size one to a tensor. While this might sound simple, understanding when and why to use it is crucial for many deep learning tasks, especially when working with neural networks and preparing...

Understanding gather() in PyTorch: A Beginner-Friendly Guide

by Suf | Nov 14, 2024 | Machine Learning, Programming, PyTorch

Understanding gather() in PyTorch: A Beginner-Friendly Guide Table of Contents Introduction What is gather()? Syntax of gather() How the dim Argument Works Row-wise Selection with dim=1 Common Pitfalls and Errors Column-wise Selection with dim=0 The Book Shelf Analogy...

How to Perform the Two-Sample t-Test (Pooled Variance) in R with Example

by Suf | Nov 13, 2024 | Programming, R, Statistics

Understanding the Two-Sample t-Test (Pooled Variance) Table of Contents Introduction to the Two-Sample t-Test Formulae for the Two-Sample t-Test When to Use a Two-Sample t-Test Performing a Two-Sample t-Test in R Practical Example Interpreting Results Assumptions and...

How to Perform One-Proportion Z-Test in R with Practical Examples

by Suf | Nov 11, 2024 | Programming, R, Statistics

How to Calculate a One-Proportion Z-Test in R Table of Contents Introduction to One-Proportion Z-Tests When to Use a One-Proportion Z-Test Formula for the One-Proportion Z-Test Calculating Left-Tailed, Right-Tailed, and Two-Tailed p-values from the Z-score Calculating...

How to Perform One Sample Z-Test in R with Practical Examples

by Suf | Nov 11, 2024 | Programming, R, Statistics

Table of Contents Introduction to One-Sample Z-Tests When to Use a One-Sample Z-Test Formula for the One-Sample Z-Test Calculating the One-Sample Z-Test in R Calculating the p-value from the Z-score Example Calculation Using an Array of Values Example Calculation...
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