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Fit, evaluate, and visualise generalised additive models (GAMs) in native Julia
Slides, paper notes, class notes, blog posts, and research on ML 📉, statistics 📊, and AI 🤖.
A Julia framework for invertible neural networks
Implementations of Infinitesimal Continuous Normalizing Flows Algorithms in Julia
Julia enhancement proposal (Julep) for implicit per file module in Julia
Functions useful when using Pluto in teaching.
ExpectationMaximizationPCA.jl is a Julia rewrite of empca which provides Weighted Expectation Maximization PCA, an iterative method for solving PCA while properly weighting data.
Fit interpretable models. Explain blackbox machine learning.
A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, …
Materials for Mini-Symposium on Julia in Astronomy & Astrophysics Research at JuliaCon 2022
Implementations of parallel tempering algorithms to augment samplers with tempering capabilities
Interface between Turing.jl and MonteCarloMeasurements.jl
Propagation of distributions by Monte-Carlo sampling: Real number types with uncertainty represented by samples.
[forked from NASA] Viewpoints (vp) is a visualization tool for exploring large, multidimensional data.
Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications
Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.
Statistical Rethinking course winter 2022
This repository is a supplement to the 'Machine Learning Simplified: A Gentle Introduction to Supervised Learning' book.
Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)
Photometric fitting of supernova lightcurves for later classification.
A collection of R Jupyter notebooks for ASTRO 415.
The repository for JuliaCon2021 workshop "Package development: improving engineering quality & latency"
A testbed for stellar granulation in exoplanet RV searches.