🎓 Ph.D. Projects

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🧠 Spiritual-BERT

Domain-specific BERT model for detecting spiritual, existential, and values-based care priorities in clinical notes.
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🩺 Symptom-BERT & Symptom-GPT

Named Entity Recognition models for extracting cancer-related symptoms from clinical notes using BERT and GPT-based approaches.
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📄 Symptom-BERT at Document Level

Document-level classification model for detecting cancer symptom categories across entire clinical notes using fine-tuned BERT.
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🧠 ML, DL, NLP & LLM Overview

Comprehensive summary and learning notes on foundational concepts and tools in machine learning, deep learning, NLP, and large language models.
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🎬 Movie Sentiment Analysis with BERT

Sentiment classification of IMDb movie reviews using a fine-tuned BERT model for binary sentiment analysis.
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📈 Python for Demand Forecasting

Applied Python techniques and models for time-series analysis and predicting product demand trends.
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🌐 Web Analysis

Exploratory data analysis and visualization of web traffic and user behavior using Python and data science tools.
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