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Add julia package
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kirui93 authored May 13, 2022
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Expand Up @@ -26,7 +26,7 @@ <h2> Programming Languages and Projects </h2>
The main programming languages that I use are Python, R, SPSS, SQL, MATLAB and Julia.
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One of my last breakthrough projects was a machine learning project that dealt with autonomous cars. It was a supervised machine learning problem where we were predicting the comfort of an individual using autonomous cars.
One of my last breakthrough projects was a machine learning project that dealt with autonomous cars. It was a supervised machine learning problem where we were predicting the comfort of an individual using autonomous cars.
The main algorithms that we used were:
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<li>Logistic Regression</li>
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<li>Decision Trees and Random Forests</li>
<li>Neural Networks </li>
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Additionally, in collaboration with Prof. Alois Pichler (Professorhip of Financial Mathematics, Faculty of Mathematics, Technical University of Chemnitz), we were able to generate and publish a Julia package:<a href="https://github.com/kirui93/ScenTrees.jl"> ScenTrees.jl</a> which is used for generating scenario trees and scenario lattices for multistage stochastic promgramming.
We used stochastic approximation to provide algorithms for these processes. Additionally, we are providing a method of generating trajectories from an array of data using conditional density estimation.
For more information, please visit the Package's documentation at <a href="https://kirui93.github.io/ScenTrees.jl/stable/"> https://kirui93.github.io/ScenTrees.jl/stable/</a> . The publication can also be found at <a href="https://doi.org/10.21105/joss.01912"> https://doi.org/10.21105/joss.01912</a>.
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