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Hey there 👋

I'm Luca, and I'm currently a MSc Student in Artificial Intelligence at the University of Amsterdam. My research interests revolve around graph algorithms and representational learning 🌐, but I am also interested in recommender systems đŸŽ¯, reinforcement learning 🕹ī¸, generative modelling đŸĒ¸ and AI4Sicence đŸ§Ŧ.

Luca Pantea's Projects

causality-for-insurance icon causality-for-insurance

A project investigated how the social environment of rice farmers in rural China influences whether they will acquire insurance.

fact-ai icon fact-ai

Reproducibility report for "CrossWalk: Fairness-enhanced Node Representation Learning" - Investigating the original claims, code refactoring, ablation study, visualisations and a proposed enhancement.

lightgcn icon lightgcn

In this work, we aim to not only reproduce the LightGCN paper, but also close the research gap by coming up with additional experiments and evaluation methods to see how different variants of LightGCN behave in different scenarios.

recsysdatasets icon recsysdatasets

This is a repository of public data sources for Recommender Systems (RS).

research-project icon research-project

Bachelor Thesis on Dynamic User Preferences in Recommendation Systems using Deep Reinforcement Learning

togepi icon togepi

Investigating the extent to which structural encodings in geometric methods contribute in capturing topological information and developing a generic framework (ToGePi) to inject topological and geometric information into MPNN architectures.

trfl icon trfl

TensorFlow Reinforcement Learning

yolov5 icon yolov5

YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

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