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2018_ai

Small side project based on Camunda and SAP Signavio

2018_ai_py

Side project for automatic email classification

2018_ai_transport

Project Artificial Intelligence in Operational Transportation Optimization. Developed two prototypes, one for transport order (TO) classification and another for email classification that can be used to improve the efficiency of the business processes by automating simple, tedious and repetitive tasks.

2018_python_rest

Small plug-and-play REST server

2019_pdm_hard_drive

My Master's thesis project for fault prognostics and predictive maintenance of hard drives

2021_pxm_ga

Mixed integer linear program and genetic algorithm for post-prognostics production scheduling.

2021_rl_car_rentals

Car rental optimization using reinforcement learning. Programmed neural network for value function from scratch.

2023_em-ai-l_react

A side project for automatic email classification with robotic process automation capabilities built on react.

2023_pxm_extruder

Wesendrup, K., & Hellingrath, B. (2024). Joint Prescriptive Maintenance and Production Planning and Control Process Simulation for Extrusion System, International Journal of the Prognostics and Health Management Society

2023_pxm_rl_caie

Wesendrup, Kevin; Hellingrath, Bernd (2023): Post-prognostics demand management, production, spare parts and maintenance planning for a single-machine system using Reinforcement Learning. In Computers & Industrial Engineering 179, p. 109216.

2023_pxm_rl_ifac

Wesendrup, Kevin; Hellingrath, Bernd (2023): ML2-enabled Condition-based Demand, Production, Inventory, and Maintenance Planning. In : IFAC World Congress 2023. IFAC World Congress 2023, pp. 7182–7187.

2024_heart_attack_mlops

2024_mlops_homework

Homework repo for https://github.com/DataTalksClub/mlops-zoomcamp

2024_pdm_scania

My take on APS failure prediction at Scania Trucks (https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks).

2024_pxm_edp

Failure prediction and prescriptive maintenance model for electrophoretic dip coating system. Wesendrup, K., Mustafa, M. & Hellingrath, B. (2024). Degradation-agnostic integrated prescriptive maintenance and production scheduling simulation for electrophoretic dip coating system, Procedia CIRP

mlops-zoomcamp

Free MLOps course from DataTalks.Club