Starred repositories
State estimation, smoothing and parameter estimation using Kalman and particle filters.
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filte…
Julia bindings for the Enzyme automatic differentiator
A library of data interpolation and smoothing functions
Implementation of a language-level autograd compiler
An extremely fast Python package and project manager, written in Rust.
A parameterisation and optimisation package for battery models.
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs…
Symbolic-Numeric Neural DAEs and Universal Differential Equations for Automating Scientific Machine Learning (SciML)
Arrays with arbitrarily nested named components.
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable i…
Julia package for automated Bayesian inference on a factor graph with reactive message passing
Probabilistic Programming with Gaussian processes in Julia
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
A markup-based typesetting system that is powerful and easy to learn.
Bayesian inference with probabilistic programming.
EPFL Course - Optimization for Machine Learning - CS-439
Statistical Rethinking Course for Jan-Mar 2023
A Julia package for probability distributions and associated functions.
High level functions for analyzing the output of simulations
Port of Statistical Rethinking (2nd edition) code to Julia
Workshop materials for training in scientific computing and scientific machine learning
A battery pack simulation tool that uses the PyBaMM framework