Sentence-level classifier for the TREC question dataset that benchmarks RNN, BiLSTM, BiGRU, and CNN architectures after careful embedding prep and OOV mitigation.
Mateusz Hibner
Side projects that explore AI, cognition and product prototyping.
Projects
Add-on that turns CSV vocab lists into AI-enriched flashcards packed with translations, usage examples, optional audio, and imagery—all without leaving Anki.
CNN-powered trash can that opens the correct lid after classifying an item. Motion sensing, LED feedback and servo-driven lids make recycling seamless.
Full-stack compatibility assistant that queries a FastAPI backend for PC parts suggestions. Built for the Megekko Hackathon to help users assemble valid builds quickly.
Compared Decision Trees, XGBoost, and Deep Neural Decision Trees on the compact COCOMO II dataset, including augmentation and exhaustive k-fold tuning.