Machine Learning

Advanced Agents From First Principles 30: Is This Task Outside Your Agent’s Competence? Build Competence Envelopes and OOD Detection
Advanced Agents From First Principles 09: Can Your Agent Actually Learn From Previous Runs?
Models From First Principles 08: Which Model Should You Use? MR.Q, EBT, SICQL, HRM, Tiny and PACS Compared
Models From First Principles 00: The Model Inside the Model
Training Regressions and Reproducible Experiments: When Nothing Crashes but the Model Gets Worse
PyTorch Model Not Learning? A Systematic Debugging Guide
Beyond 3D: Tensors, 100 Dimensions and an SVM From Scratch
PyTorch CNN Shape Errors: Conv2d Output Sizes, Channels, Flatten Bugs and How to Debug Them
Build a Neural Network From Scratch in PyTorch Without nn.Module
PyTorch Autograd Debugging: requires_grad, detach, backward() and NaN Gradients
00: What Are We Actually Doing?
Writing Neural Networks with PyTorch
Mastering Prompt Engineering: A Practical Guide