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Institute for Technology and Management of the Digital Transformation's Projects

ablationstudies icon ablationstudies

Code to reproduce the results in Meyes, Richard, et al. "Ablation Studies in Artificial Neural Networks." arXiv preprint arXiv:1901.08644 (2019).

continual-learning-mas-cloning-injection-molding icon continual-learning-mas-cloning-injection-molding

Code to reproduce the results from the paper "Continual Learning of Neural Networks for Quality Prediction in Production using Memory Aware Synapses and Weight Transfer" by Tercan et al., submitted to the Journal of Intelligent Manufacturing

continual-transfer-learning-injection-molding icon continual-transfer-learning-injection-molding

Code to reproduce the results from the paper "Industrial Transfer Learning: Boosting Machine Learning in Production" by Tercan et al., submitted to the IEEE International Conference on Industrial Informatics, INDIN’19

crokodile icon crokodile

Cross-Robot Knowledge Transfer in Deep Reinforcement Learning

gideon-replay icon gideon-replay

Gideon replay is a publicly freely available library that can be integrated into any web application with just a few lines of code to record and replay user interactions such as mouse clicks and keystrokes. Replay can be controlled via a web player interface. This interface shows activity types and idle times as well as an attention heat map. In addition, we enable the export of all interactions for a later analysis. In summary, Gideon provides free, easy tracking of user interactions and significantly reduces the effort required for specified and customized tracking solutions.

gideon-ts icon gideon-ts

Gideon TS is a general purpose semi-automatic labeling tool, which is tailored to the needs of industrial sensor data.

karolos icon karolos

An Open-Source Reinforcement Learning Framework for Robot-Task Environments

mas-cloning-windshield-manufacturing icon mas-cloning-windshield-manufacturing

Code and data to reproduce the main results from the paper "Online Quality Prediction in Windshield Manufacturing using Data-Efficient Machine Learning" by Tercan et al., submitted to the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (2023). The script runs MAS-Cloning (described in the paper) for a fixed sequence of tasks.

schlably icon schlably

Official Schlably Repository by the Institute for TMDT

transfer_learning_injection_moulding_parts icon transfer_learning_injection_moulding_parts

Repository with data and jupyter notebook for transfer learning (pretraining and finetuning) in injection moulding: transfer learning between experimental data from different parts.

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