WRITING
Blog
Technical writing on ML engineering, private AI, MLOps, and AWS.
SEP 23, 2025 SEP 22, 2023 APR 5, 2023 NOV 10, 2021 NOV 8, 2020 OCT 22, 2020 OCT 14, 2020
State of AI 2025 - Era of AI Agents
A recap of my AI Meetup Osijek talk on where AI actually stands in 2025: agentic AI, the UX problem, the business reality behind the record numbers, and the three topics worth following.
Generative AI: What It Is, How It Works, Why It Matters
Where generative AI came from, the four training steps behind a model like ChatGPT, and an honest separation of the hype from the substance.
Linear Regression Gradients: Vectorized vs Not
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.
Constructing an artificial neural network
Constructing an artificial neural network from scratch