An overview of threading code written to make use of the new threading VM runtime being added to JuliaLang v1.3. We share some examples, performance scaling measurements, and future work.
AbstractLogic is designed to efficiently evaluate complex logical items in a flexible and intuitive way. It is a package entirely built in Julia with a high degree of semantic flexibility...
In this paper, we present ModelingToolkit.jl, a Julia library and intermediate representation for scientific DSLs, and discuss its internal representations of symbolic expressions and systems. We...
We describe how the two-language problem manifests in analytical databases and pose JuliaDB as a solution to the same.
This paper describes an update to Circuitscape, the highest used landscape connectivity tool in the world.
We present in this paper a framework named Flux that shows how further refinement of the core ideas of machine learning, built upon the foundation of the Julia programming language, can yield an...
This paper presents differentiable programming with Julia, highlighting the underlying automatic differentiation techniques used to make a full programming language differentiable, and the hybrid...
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...
