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Maciej Kula

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titleconferencedate
Neural Networks for Recommender SystemsPyData Amsterdam 20172017-04-07
Neural recommender prototypes use embedding layers in PyTorch with dot‑product scoring, Siamese pairwise losses and an adaptive negative sampler. Code and…
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Hybrid Recommender Systems in PythonPyData Amsterdam 20162016-03-12
Claims a hybrid matrix‑factorization that embeds item and user metadata and therefore handles cold start, reducing parameters by sharing feature embeddings…
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Speeding up search with locality sensitive hashingEuroPython 20152015-07-20
Claims that locality sensitive hashing via random projection forests gives a practical, deployable approximate nearest‑neighbor index, implemented in Python…
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