| Project Title | Category | Tools | Description |
|---|---|---|---|
| Reddit API for NYC Apartment Posts | Data Science | Reddit API, Pandas, SQL | Analyzing real estate data from Reddit posts to explore apartment listings in NYC using the Reddit API and data analysis techniques with Pandas. |
| Sentiment Analysis on Glassdoor Reviews | NLP, Data Science | TextBlob, Pandas, NLP | Performing sentiment analysis on employee reviews from Glassdoor using NLP and TextBlob, providing insights into company culture and employee sentiment. |
| Mastering Interactive Data Visualizations with Streamlit | Data Science, Visualization | Streamlit, Python, Pandas | Building interactive data visualizations using Streamlit, allowing for dynamic exploration of datasets and insights. |
| RoBERTa Model for Reddit Posts Sentiment Analysis | NLP, Machine Learning | RoBERTa, Transformers, PyTorch, Hugging Face | Fine-tuning the RoBERTa transformer model to perform sentiment classification on Reddit posts, categorizing content into positive, negative, or neutral. |
| Predicting Movie Genres using Machine Learning | Machine Learning | Scikit-learn, Python, Pandas, ML Models | Using machine learning models to predict movie genres based on textual descriptions, applying techniques like feature extraction and classification algorithms. |
| Ensemble Models for Price Forecasting | Machine Learning | XGBoost, Scikit-learn, Python, Pandas | Building ensemble machine learning models to predict price trends from historical data, improving forecasting accuracy with techniques like XGBoost. |
| BART Text Summarization | NLP, Machine Learning | BART, Transformers, PyTorch, Hugging Face | Implementing BART for text summarization tasks, fine-tuning it to generate concise summaries of long-form text, showcasing applications in content extraction and document understanding. |
| Category | Tools & Technologies |
|---|---|
| Languages | Python, SQL |
| Machine Learning Libraries | PyTorch, TensorFlow, Hugging Face |
| Natural Language Processing | RoBERTa, BART, TextBlob, spaCy |
| Cloud & MLOps | AWS (SageMaker, EC2, Lambda), Docker, CI/CD |
| Data Processing | Pandas, NumPy, PySpark |
| Visualization | Streamlit, Tableau, Looker Studio |
| Forecasting | Ensemble Methods, LSTM |