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Ilya Jackson's Projects

autologistics icon autologistics

Domain-specific AutoML framework for logistics and supply chain management

genetic-painter icon genetic-painter

The script painter.py utilizes DEAP library (https://github.com/DEAP/deap) to recreate a target picture (pic.jpg/pic.png) uploaded by a user via genetic algorithm.

markov-modulated-linear-regression icon markov-modulated-linear-regression

The developed scripts can be applied to analyse statistical properties of MMLR modelโ€™s estimator based on simulated data. The examples below consider the influence of the sample parameters (e.g., sample size and distribution of the initial data), as well the influence of estimation method details (e.g., different weight matrices in OLS) on the consistency of model estimates.

metainventory icon metainventory

This repository contains source code and datasets used in the PhD thesis "Neuroevolutionary approach to metamodeling and optimization of inventory control systems"

pumpy icon pumpy

This repository contains a script that was written in order to conduct a case-study reported in the paper "Unsupervised learning-based SKU segmentation"

rlsc icon rlsc

Reinforcement learning for supply chain management

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