Samuel J. Williams
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  • 3 Dec 2025 Advent of Code 2025; Day 3: Lobby

    Day 3 brings battery banks and joltage calculations to restore emergency power to the escalator.

  • 2 Dec 2025 Advent of Code 2025; Day 2: Gift Shop

    Day 2 brings product ID validation puzzles and some surprising lessons about Python's string counting behaviour.

  • 1 Dec 2025 Advent of Code 2025; Day 1: Secret Entrance

    It's December, which means it's time to take a break from all the usual projects; it's time for the Advent of Code!

  • 29 Nov 2025 Building a Neural Network (Part 2)

    Testing the neural network implementation training on logic gates, visualising decision boundaries, and understanding what the network actually learned.

  • 20 Nov 2025 Building a Neural Network (Part 1)

    Learning how neural networks work by implementing one from scratch. Part 1 covers the core building blocks: matrices, activations, and backpropagation.

  • 7 Nov 2025 Hello, ML World

    Taking the first steps into machine learning - why a developer decided to explore this fascinating field

© 2025 Samuel J. Williams