Yulian Manchev
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  • Training a Simple Neural Network Manually

    Training a neural network with gradients evaluated manually. Gradients are verified against PyTorch's autograd.

    May 09, 2026

    2026   ·   math   neural-networks   machine-learning   pytorch   ·   tutorials

  • Vectorized Forward and Backward Pass in a Simple Neural Network

    Vectorized forward and backward passes

    May 01, 2026

    2026   ·   math   neural-networks   machine-learning   ·   tutorials

  • Forward and Backward Pass in a Simple Neural Network

    Forward and backward passes for a simple network, including batches, derived from scratch.

    April 24, 2026

    2026   ·   math   neural-networks   machine-learning   ·   tutorials

  • Posting my solutions to Mathematics for Machine Learning book

    Posting my solutions to Mathematics for Machine Learning book

    March 01, 2026

    2026   ·   math   code   machine-learning

  • Probability Theory

    Introduction to probability theory.

    November 09, 2024

    2024   ·   probability   math

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