TSML is a package for time series data processing, classification, and prediction. It provides common API for ML libraries from Python’s ScikitLearn, R’s caret, and native Julia MLs for seamless...

The aim of this paper is twofold. The first one is to describe a novel research-project designed for building bridges between machine learning and econometric worlds. The second one is to introduce...

A well known probabilistic method for solving systems of linear algebraic equations (SLAE) is Markov Chain-Monte Carlo (MCMC) method. Some works about this method have focused on estimating the...

Examples of Bayesian inference and testing using Julia for statistical meta-analyses and analysis of data from randomized controlled trials comparing different treatments.

SemanticModels.jl is a package that takes advantage of meta-modeling and meta-programming to automate model augmentation and creation.

Modia3D is an experimental Julia package to model and simulate 3D mechanical systems with collisions. Ideas from modern game engines and from multi-body programs are used.

RayTracer.jl is a fully differentiable raytracer. It implements the raytracing and rasterization algorithms and makes use of Zygote.jl for computing efficient derivatives.

Paper is in the...

HydroPowerModels.jl is a Julia package for solving multistage,steady-state, hydro-dominated, power network optimization problems with stochastic dual dynamic programming.

StateSpaceModels.jl is an open-source Julia package for modeling, forecasting and simulating time series in a state-space framework. The package represents a straightforward tool that can be useful...

ONNX.jl is an Open Neural Network Exchange backend for the Flux machine learning framework. Internally, It uses DataFlow.jl to convert the ONNX graph to a DataFlow graph.