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Machine Learning

  • What Is an Embedding?
  • What Are We Actually Doing?
  • 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?
  • Which Model Should You Use? MR.Q, EBT, SICQL, HRM, Tiny and PACS Compared
  • The Model Inside the Model
  • PyTorch Model Not Learning? A Systematic Debugging Guide
  • 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
  • PyTorch Zero to Hero 00: What Are We Actually Doing?
  • Writing Neural Networks with PyTorch
  • Mastering Prompt Engineering: A Practical Guide
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Build useful systems with modern AI.

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© 2026 Ernan Hughes
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