Education
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| 2023.10 - now |
| Trento, Italy |
University of Trento, Italy
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| 2020.08 - 2023.07 |
| Trento, Italy |
University of Trento, Italy
Projects
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- Model and solve planning problems in a healthcare scenario using PDDL (Planning Domain Definition Language) and HDDL (Hierarchical Domain Definition Language)
- Integrate a temporal planning model within a robotic framework leveraging the PlanSys2 infrastructure in ROS2.
- Tools used: PDDL, C++, ROS2.
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- Create dynamic 3D models of skeletons and rigid bodies from motion data.
- Mitigate flickering and inconsistencies in motion caused by marker loss.
- Tools used: Python, Unreal Engine 5, and Blender.
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- Implement and apply Test-Time Augmentation (TTA) techniques for enhancing model robustness and improving accuracy during inference.
- Evaluated model performance with and without TTA, demonstrating improved accuracy and stability.
- Tools used: Python, PyTorch, TensorFlow, Keras.
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- Optimize job scheduling and machine assignments, addressing constraints like machine compatibility, maintenance, operator shifts.
- Incorporate evolutionary algorithms for refining solutions, including handling overlapping operations.
- Provide an interactive GUI for input/output management and schedule visualization through Gantt charts.
- Tools used: Python, Google's OR-Tools, and advanced algorithmic frameworks.
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- Address class imbalance in low-resource datasets in the context of few-shot learning.
- Evaluate and experiment advanced fine-tuning techniques to handle the long-tail data distribution issue, through complex metrics and visualization analysis.
Work
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Dream S.R.L.
Supporting business consulting with a focus on digital transformation projects, including process modernization projects and the creation of custom management solutions tailored to client needs.
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Avolley GSP Torrebelvicino
Sports scout for volleyball club: video processing and advanced statistics. Technical and front-end development manager for internal applications in a sports club.