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NLP progress in Fintech. A repository to track the progress in Natural Language Processing (NLP) related to the domain of Finance, including the datasets, papers, and current state-of-the-art results for the most popular tasks.
Professional Trading Web Application with React + FastAPI | Real-time Market Data | Portfolio Management | Financial News | Team Collaboration Platform
Developed an unsupervised pipeline that clusters financial headlines into 100+ meaningful topics using BERTopic and HDBSCAN. Integrated sentiment analysis to track market sentiment volatility and visualize topic trends across stock tickers and time. Combined multiple datasets to create a scalable, finance-ready insight system
Financial News API Client Application Giving you access to financial news and business intelligence data in an easy to use api - create your free account and get Free API Keys
Sentiment analysis of ~2000 financial news articles using CNN, XGBoost, and Random Forest classifiers with advanced preprocessing, class imbalance handling, and hyperparameter tuning to achieve over 85% accuracy.