WRITING
Blog
Technical writing on ML engineering, private AI, MLOps, and AWS.
APR 5, 2023 ML NOV 10, 2021 NLP NOV 8, 2020 NLP OCT 22, 2020 NLP
Vectorized and Non-Vectorized Linear Regression Gradient Calculation
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.
Transformer Paper From Scratch
Clear and concise implementation of the Vaswani, Ashish, et al. Attention is all you need. Advances in neural information processing systems. 2017. paper.
LSTM - Intuition, Theory, Implementation
In this post we will be going over the intuition, theory and implementation of a gated RNN, particularly LSTM.
RNN's - Intuition, Theory, Implementation
A brief introduction to RNN's, their theory, and implementation in PyTorch.