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Ruslan Magana Vsevolodovna

ruslanmv

Machine Learning, Deep Learning, Natural Language Processing, Natural Language Generation, Computer Vision, Reinforcement Learning

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Datasets in Library1
Models on Hugging Face34
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Datasets

Dataset · Tabular classification

sports-trends-dataset

Ruslan Magana Vsevolodovna

The data backbone of Ruslan Magana Sports Intelligence — refreshed automatically every day. Large data never lives in GitHub — it lives here, partitioned by sport / date / layer. - Raw is append-only and immutable — full provenance back to the source API. - Bronze/Silver normalize to one canonical schema with stable IDs and de-duplication. - Gold is analytics/ML-ready: a feature store plus train/validation/test splits. - ML data is partitioned Parquet (by sport/date/layer) — never one giant CSV. Every feature is computed leakage-safely — for a given fixture, only matches with date < fixture.matchdate are used: The prediction label is the realized match outcome (home/draw/away or 2-way per…

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