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description: "A Personalized Recommender System implementing custom Matrix Factorization. Includes data preprocessing, model evaluation (MAE, RMSE, NDCG), and a full-stack web application.",
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description: "A personalized recommender system with Matrix Factorization (SGD, ALS), SVD, and TextCNN, featuring end-to-end preprocessing, evaluation (MAE, RMSE, NDCG), and a full-stack web app.",
description: "A hierarchical NLP system based on DeBERTa-v3 to automatically classify real-world railway incident logs across multi structured label levels, with end-to-end training and evaluation pipelines.",
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description: "A hierarchical NLP system built on DeBERTa pre-trained language models for automatic classification of real-world railway incident logs across multiple structured label levels, supported by an end-to-end training and evaluation pipeline.",
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