Anandha L Ranganathan·Nov 2PyTorch Autograd -beginners guide.How PyTorch builds a graph during the forward pass and walks it backward to compute gradients, step by step with pictures.
Siddharth Rama Sushil·Oct 26Understanding Tensors in Isaac Lab: Why the Shapes Look Strange and Why Loops Are Slownum_envs, unsqueeze and broadcasting, explained for people who think in one robot at a timeA response icon1A response icon1
Muhammad Faheem·Oct 23Tensor Shape, Rank, and Size Explained With NumPyStart with one number, then build up to the arrays machine learning uses. A few small NumPy examples make tensor rank, shape, and size…
Roy Wong·Sep 22Why the Derivative of a Vector with Respect to a Matrix Is a Tensor (and Why We Usually Ignore It)When we first learn multivariable calculus, we are told that the derivative of a scalar with respect to a vector is a vector, and the…
InLearnWithNKbyNadeem Khan(NK)·Sep 20Shapes, FLOPs, and Memory: Sizing a Transformer Before You Run ItWork out from a config alone whether a model will run, how long one batch takes, and what it costs in memory.A response icon1A response icon1
Antarjit Das·Sep 12Day 2.1 to Tensors: The Crazy Data Structure Behind MLTensors made easy…even with no extensive mathematical knowledge, just your basic vectors and matrices.
Yashwanth S·Sep 1Pytorch Mastery Series 01: Tensor Shapes, Strides and LayoutsIf you’ve spent any time working with PyTorch, TensorFlow, or NumPy, you’ve worked with tensors. We often visualize tensors as…A response icon1A response icon1
ortatepeyusuf·Aug 7Working with Custom Datasets in PyTorch: From Data Paths to Dataset ClassesIntroduction
AdityaWaradkarLearning·Jul 23What Is a Tensor, Really? And Why Every CNN Needs OneI wanted to truly understand CNNs. Not just use them, but really get what’s happening under the hood. So I decided to build one from…