Julia for high-performance data analytics
Julia is a modern programming language offering high performance comparable to C and Fortran without sacrificing simplicity. This lesson covers data formats, DataFrames, linear algebra, data science, machine learning, regression, and time-series prediction.
julia
data_science
hpc
programming
difficulty:
intermediate
maturity:
stable
This lesson starts with a discussion of working with data in Julia, how to use the DataFrames.jl package and how to visualise data. It then moves on to linear algebra approaches, followed by classical machine learning approaches as well as deep learning methods with an example of scientific ML. Finally, key aspects of regression, time series prediction and analysis is covered.