machine learning

Neural Networks Are Blurry, Symbolic Systems Are Fragmented. Sparse Autoencoders Help Us Mix Them.

computers and Artificial Intelligence, we had established institutions designed to reason systematically about human behavior — the court. The legal system is one in all humanity’s oldest reasoning engines, where facts and evidence...

RISAT’s Silent Promise: Decoding Disasters with Synthetic Aperture Radar

taking a look at satellite data, it seemed totally unattainable to me that a spacecraft that orbits the Earth at a distance of several hundred kilometers can actually see a flooded street in...

Ten Lessons of Constructing LLM Applications for Engineers

across industries. Traditional engineering domains are not any exception. Previously two years, I’ve been constructing LLM-powered tools with engineering domain experts. Those are process engineers, reliability engineers, cybersecurity analysts, etc., who spend most of...

Construct an Over-Engineered Retrieval System

you’ll encounter when doing AI engineering work is that there’s no real blueprint to follow. Yes, for probably the most basic parts of retrieval (the “R” in RAG), you'll be able to chunk documents,...

PyTorch Tutorial for Beginners: Construct a Multiple Regression Model from Scratch

before LLMs became hyped, there was an separating Machine Learning frameworks from Deep Learning frameworks. The talk was targeting Scikit-Learn, XGBoost, and similar for ML, while PyTorch and TensorFlow dominated the scene...

Why I’m Making the Switch to marimo Notebooks

of using Jupyter Lab, I actually have moved most of my work to marimo notebooks, a brand new type of Python notebook that addresses many long-standing issues with traditional ones. This text covers...

Generative AI Will Redesign Cars, But Not the Way Automakers Think

at a significant automotive manufacturer, watching engineers have fun what they thought was a breakthrough. They’d used generative AI to optimize a suspension component: 40% weight reduction while maintaining structural integrity, accomplished in...

Empirical Mode Decomposition: The Most Intuitive Strategy to Decompose Complex Signals and Time Series

to investigate your time series as a knowledge scientist?Have you ever ever wondered whether signal processing could make your life easier? If yes — stick with me. This text is made for you. 🙂 Working...

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