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HMC by Hand: Gradients, Heartbeats, PDEs and Other Tales

56 min

We already saw in previous posts how to set up your own Hamiltonian Monte Carlo (HMC) sampler to explore the parameter space. However, there was something we didn’t cover in…

Apr 19, 2025

So, You Think You Can Model a Heartbeat?

32 min

Your heart isn’t a metronome, it’s a chaotic jazz drummer. Dive with me into the math madness behind why your heartbeat skyrockets during burpees and how a non-linear model…

Mar 24, 2025

Going NUTS: A Step-by-Step Guide to Adaptive Hamiltonian Sampling in R

41 min

You may have wonder what’s the engine behind many Bayesian analysis in modern research? Well, in this post we’ll not only cover the fundamentals, but we’ll also build from…

Jan 21, 2025

Decoding the Neuron’s Spark: Building Intuition for Action Potential Dynamics

35 min

Action potentials are the language of neurons. In this post we build a simplified model to explain how these electrical signals are generated. We’ll explore the role of ion…

Jan 6, 2025

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