Julia at Scale Julia at Scale is all about running Julia on large parallel distributed computing systems, may it be the cloud or supercomputers. We welcome question and discussion around how to get started, best practices and challenges with running Julia at scale. Optimization (Mathematical) For discussion of mathematical optimization software in Julia. This includes modeling software and solvers for linear optimization, mixed-integer optimization, convex optimization, nonlinear optimization, semidefinite optimization, and related topics. Data This subcategory is for discussion around data management: importing/exporting data sets from files or databases, manipulating data, summarizing data, etc. Also welcomed is discussion about the projects or packages maintained by the organisations below. Quantum This subcategory is for discussion around quantum physics and related packages. Visualization Discussion of visualization in Julia, including graphics, images, plotting, etc. Signal and Image Processing Discussion of digital signal processing (DSP) and audio-related topics, including playing, recording, storing, generating, manipulating, reproducing, etc. High Energy Physics Discussion about use of Julia in High energy and nuclear physics. Finance and Economics Discussions about using Julia within the Finance and Economics domains Chemistry Discussion and questions concerning Chemistry in Julia. Current Git Resources for Chemistry in Julia : Modelling & Simulations Biology, Health, and Medicine This subcategory is for discussion around biology, bioinformatics, computational biology, medicine, individual health, health care, public health, and biomedical research. Numerics This subcategory is for discussion of Julia implementations of general methods for solving scientific and engineering problems. In particular, Machine Learning Machine Learning in Julia, with a particular focus on Deep Learning Probabilistic programming Discussion on Probabilistic programming in Julia. Astro/Space Discussion of Astronomy, Astrophysics, Astrodynamics, and other space related disciplines in Julia. Current Git organizations include: Maker A category to discuss embedded systems, CAD infrastructure, serial/other communications, microcontrollers, and Julia. Makers and matter hackers of all kinds are welcome. Web Stack Discuss web server and client programming here. Topics include HTTP, WebSockets, HTML, etc. GPU This subcategory is for discussion around GPU computing and GPU accelerated graphics. Also welcomed is discussion about the projects or packages maintained by the organisations below. Statistics This subcategory is for discussion around statistics and machine learning. Probability distributions, fitting models, etc. Also welcomed is discussion about the projects or packages maintained by the organisations below. Geo This subcategory is for geo-related discussions. This includes using Julia in geosciences, or dealing with geospatial data.