Brando Koch Blog
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Vectorized and Non-Vectorized Linear Regression Gradient Calculation

ML
Math
Foundations

True understanding of a subjects emerges when one is able to build it from the ground up. In this post we do that with linear regression.

Apr 5, 2023
Brando Koch

Transformer Paper From Scratch

NLP
Transformers
LLM
Code
Math

Clear and concise implementation of the Vaswani, Ashish, et al. Attention is all you need. Advances in neural information processing systems. 2017. paper.

Nov 10, 2021
Brando Koch

LSTM - Intuition, Theory, Implementation

NLP
Code

In this post we will be going over the intuition, theory and implementation of a gated RNN, particularly LSTM.

Nov 8, 2020
Brando Koch

RNN’s - Intuition, Theory, Implementation

NLP
Code

A brief introduction to RNN’s, their theory, and implementation in PyTorch.

Oct 22, 2020
Brando Koch

Constructing an artificial neural network

ML
Code
Math

Constructing an artificial neural network from scratch

Oct 14, 2020
Brando Koch
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